Dra. Melanie Kolb

M. en F. C. Gustavo Magallanes-Guijón

Dr. Oliver López-Corona

# Librerías
library(RColorBrewer) 
library(funModeling)
library(corrplot)
library(minerva)
library(infotheo)

Sitio: Tlacotepec

Se tiene un marco de datos que contiene varias métricas relacionadas, y se calculó (con la teoría de la información): entropía, información mutua, ganancia de información y relación de ganancia.

Para esto se contó con los datos multivariados (marco de datos de entrada), y todas las variables se evaluaron contra una variable definida (como parámetro “objetivo”).

Acontinuación se presentan cuatro apartados de gráficos del cuerpo de agua Río Metztitlán, sitio sitio.

Los gráficos son en el siguiente orden:

Matríz de Información Mutua

#data
sitio_mim <- read.csv("data/tlacotepec_mim.csv")
# Discretizar cada variable
matriz=discretize(sitio_mim) 
# Calcular la "correlación" basándonos en información mutua
matriz_im=mutinformation(matriz, method= "emp")
# Truco para visualizar el valor máximo de la escala
# excluyendo la diagonal (variable con respecto a sí misma)
diag(matriz_im)=0
# Gráfico de correlación con color y correlación con información mutua del paquete Infotheo. 
corrplot(matriz_im, method="color",type="lower", number.cex=0.6,addCoef.col = "black", tl.col="red", tl.srt=90, tl.cex = 0.9, diag=FALSE, is.corr = F)

eti_sitio = c(
  'SAAM', 
  'OD_mg.L', 
  'COLI_TOT', 
  'pH_CAMPO', 
  'TEMP_AGUA', 
  'NI_TOT',
  'E_COLI', 
  'HG_TOT', 
  'CR_TOT', 
  'AS_TOT', 
  'TURBIEDAD', 
  'SST', 
  'COLOR_VER',
  'DUR_TOT', 
  'N_TOT', 
  'COLI_FEC', 
  'N_NH3', 
  'N_NO2', 
  'N_NO3')
names_eti_sitio = c(
  'Sustancias Activas al Azul de Metileno',
 'Oxígeno Disuelto',
 'Coliformes Totales',
 'Potencial de Hidrógeno',
 'Temperatura agua',
 'Níquel Total',
 'Escherichia coli',
 'Mercurio Total',
 'Cromo Total',
 'Arsénico Total',
 'Turbiedad',
 'Sólidos Suspendidos Totales',
 'Color Verdadero',
 'Dureza Total',
 'Nitrógeno Total (Cálculo)',
 'Coliformes Fecales',
 'Nitrógeno Amoniacal',
 'Nitrógeno de Nitritos',
 'Nitrógeno de Nitratos')

Gráficas Información Mutua

#, results='hide'
for (i in seq_along(eti_sitio)) {
  
    print(myplot <- ggplot(var_rank_info(sitio_mim,  eti_sitio[i]), aes(x = reorder(var, mi),y = mi, fill = var))
          + geom_bar(stat = "identity") 
          + coord_flip() 
          + theme_bw() 
          + xlab("")
          + ylab("Información Mutua")
          + ggtitle(names_eti_sitio[i])
          + theme(plot.title = element_text(hjust = 0.5))
          + guides(fill = FALSE))
  
  print(var_rank_info(sitio_mim, eti_sitio[i]))
  #save table in csv
  #name_mi <- names_eti_sitio[i]
  #name_table_mi <- paste("csv-graphs/tlaco/mi/",name_mi,"_mi.csv",sep = "")
  #write.table(var_rank_info(sitio_mim, eti_sitio[i]), file = name_table_mi, sep = ",", col.names = NA)
  
  #save plot
  #plot_mi <- paste("images/tlaco/mi/",name_mi,"_mi.png",sep = "")
  #ggsave(plot_mi)
}

##            var    en    mi       ig        gr
## en7     CR_TOT 4.715 2.095 2.094849 0.8015430
## en12   DUR_TOT 5.248 4.196 4.195976 0.7995491
## en13     N_TOT 5.248 4.196 4.195976 0.7995491
## en15     N_NH3 5.248 4.196 4.195976 0.7995491
## en16     N_NO2 5.248 4.196 4.195976 0.7995491
## en17     N_NO3 5.248 4.196 4.195976 0.7995491
## en     OD_mg.L 5.248 4.091 4.090713 0.7954461
## en9  TURBIEDAD 5.248 4.038 4.038081 0.7933310
## en4     NI_TOT 4.553 1.349 1.348619 0.7906699
## en6     HG_TOT 5.070 3.269 3.269153 0.7890130
## en14  COLI_FEC 5.248 3.913 3.912952 0.7881224
## en3  TEMP_AGUA 5.248 3.860 3.860321 0.7858523
## en5     E_COLI 5.248 3.828 3.827555 0.7844143
## en10       SST 5.248 3.630 3.629929 0.7753143
## en11 COLOR_VER 5.090 2.991 2.991385 0.7698957
## en8     AS_TOT 4.890 2.279 2.279425 0.7666498
## en1   COLI_TOT 5.090 2.668 2.668137 0.7490151
## en2   pH_CAMPO 5.143 2.703 2.703106 0.7406186

##            var    en    mi       ig        gr
## en12   DUR_TOT 5.248 5.143 5.142664 0.9799420
## en13     N_TOT 5.248 5.143 5.142664 0.9799420
## en15     N_NH3 5.248 5.143 5.142664 0.9799420
## en16     N_NO2 5.248 5.143 5.142664 0.9799420
## en17     N_NO3 5.248 5.143 5.142664 0.9799420
## en9  TURBIEDAD 5.248 4.985 4.984770 0.9793197
## en14  COLI_FEC 5.248 4.860 4.859641 0.9787986
## en3  TEMP_AGUA 5.248 4.807 4.807009 0.9785714
## en5     E_COLI 5.248 4.774 4.774243 0.9784275
## en10       SST 5.248 4.577 4.576618 0.9775169
## en        SAAM 5.248 4.091 4.090713 0.9749133
## en6     HG_TOT 5.248 4.038 4.038081 0.9745946
## en11 COLOR_VER 5.248 3.780 3.780179 0.9729083
## en2   pH_CAMPO 5.248 3.545 3.544531 0.9711592
## en1   COLI_TOT 5.248 3.457 3.456931 0.9704499
## en4     NI_TOT 5.195 1.653 1.653034 0.9691431
## en8     AS_TOT 5.248 2.868 2.867965 0.9645963
## en7     CR_TOT 5.248 2.508 2.508257 0.9597236

##            var    en    mi       ig        gr
## en14  COLI_FEC 4.965 3.562 3.562194 0.7174750
## en8     AS_TOT 4.458 2.077 2.076969 0.6985568
## en4     NI_TOT 4.089 1.179 1.179242 0.6913675
## en12   DUR_TOT 5.248 3.562 3.562194 0.6787812
## en13     N_TOT 5.248 3.562 3.562194 0.6787812
## en15     N_NH3 5.248 3.562 3.562194 0.6787812
## en16     N_NO2 5.248 3.562 3.562194 0.6787812
## en17     N_NO3 5.248 3.562 3.562194 0.6787812
## en1    OD_mg.L 5.248 3.457 3.456931 0.6722063
## en9  TURBIEDAD 5.248 3.404 3.404300 0.6688169
## en3  TEMP_AGUA 5.195 3.279 3.279171 0.6675466
## en10       SST 5.143 3.101 3.101411 0.6624284
## en5     E_COLI 5.248 3.194 3.193773 0.6545280
## en11 COLOR_VER 4.912 2.535 2.535364 0.6525291
## en2   pH_CAMPO 4.880 2.332 2.332482 0.6390723
## en        SAAM 5.090 2.668 2.668137 0.6358801
## en7     CR_TOT 4.564 1.612 1.611997 0.6167917
## en6     HG_TOT 5.195 2.510 2.510243 0.6058494

##            var    en    mi       ig        gr
## en14  COLI_FEC 5.143 3.472 3.472034 0.6993155
## en12   DUR_TOT 5.248 3.650 3.649794 0.6954735
## en13     N_TOT 5.248 3.650 3.649794 0.6954735
## en15     N_NH3 5.248 3.650 3.649794 0.6954735
## en16     N_NO2 5.248 3.650 3.649794 0.6954735
## en17     N_NO3 5.248 3.650 3.649794 0.6954735
## en1    OD_mg.L 5.248 3.545 3.544531 0.6892403
## en9  TURBIEDAD 5.248 3.492 3.491900 0.6860270
## en10       SST 5.143 3.189 3.189011 0.6811389
## en3  TEMP_AGUA 5.248 3.314 3.314140 0.6746652
## en5     E_COLI 5.248 3.281 3.281373 0.6724806
## en8     AS_TOT 4.662 1.961 1.961008 0.6595550
## en2   COLI_TOT 4.880 2.332 2.332482 0.6547881
## en        SAAM 5.143 2.703 2.703106 0.6442139
## en6     HG_TOT 5.143 2.650 2.650474 0.6396944
## en11 COLOR_VER 5.143 2.393 2.392572 0.6157786
## en7     CR_TOT 4.682 1.581 1.581433 0.6050972
## en4     NI_TOT 4.324 1.032 1.031728 0.6048828

##            var    en    mi       ig        gr
## en8     AS_TOT 5.070 2.815 2.815334 0.9468945
## en12   DUR_TOT 5.248 4.912 4.912273 0.9360405
## en13     N_TOT 5.248 4.912 4.912273 0.9360405
## en15     N_NH3 5.248 4.912 4.912273 0.9360405
## en16     N_NO2 5.248 4.912 4.912273 0.9360405
## en17     N_NO3 5.248 4.912 4.912273 0.9360405
## en1    OD_mg.L 5.248 4.807 4.807009 0.9347313
## en9  TURBIEDAD 5.248 4.754 4.754378 0.9340564
## en14  COLI_FEC 5.248 4.629 4.629249 0.9323945
## en5     E_COLI 5.248 4.544 4.543852 0.9312113
## en10       SST 5.248 4.346 4.346226 0.9283077
## en4     NI_TOT 5.037 1.581 1.580537 0.9266394
## en2   COLI_TOT 5.195 3.279 3.279171 0.9205480
## en        SAAM 5.248 3.860 3.860321 0.9200055
## en6     HG_TOT 5.248 3.808 3.807689 0.9189894
## en11 COLOR_VER 5.248 3.550 3.549787 0.9136122
## en7     CR_TOT 5.143 2.383 2.383128 0.9118462
## en3   pH_CAMPO 5.248 3.314 3.314140 0.9080346

##            var    en    mi        ig        gr
## en7     CR_TOT 2.666 1.653 1.6530344 0.6324936
## en11 COLOR_VER 4.129 1.462 1.4623736 0.3763725
## en5     E_COLI 4.932 1.653 1.6530344 0.3387708
## en6     HG_TOT 4.458 1.391 1.3905563 0.3356121
## en2   COLI_TOT 4.089 1.179 1.1792421 0.3310437
## en12   DUR_TOT 5.248 1.706 1.7056660 0.3250171
## en13     N_TOT 5.248 1.706 1.7056660 0.3250171
## en15     N_NH3 5.248 1.706 1.7056660 0.3250171
## en16     N_NO2 5.248 1.706 1.7056660 0.3250171
## en17     N_NO3 5.248 1.706 1.7056660 0.3250171
## en9  TURBIEDAD 5.143 1.653 1.6530344 0.3247591
## en4  TEMP_AGUA 5.037 1.581 1.5805374 0.3217528
## en1    OD_mg.L 5.195 1.653 1.6530344 0.3214354
## en        SAAM 4.553 1.349 1.3486187 0.3214077
## en14  COLI_FEC 5.090 1.581 1.5805374 0.3183420
## en10       SST 4.932 1.455 1.4554088 0.3108598
## en3   pH_CAMPO 4.324 1.032 1.0317281 0.2826811
## en8     AS_TOT 4.247 0.432 0.4323814 0.1454249

##            var    en    mi       ig        gr
## en5     NI_TOT 4.932 1.653 1.653034 0.9691431
## en7     CR_TOT 5.037 2.456 2.455625 0.9395854
## en12   DUR_TOT 5.248 4.880 4.879506 0.9297968
## en13     N_TOT 5.248 4.880 4.879506 0.9297968
## en15     N_NH3 5.248 4.880 4.879506 0.9297968
## en16     N_NO2 5.248 4.880 4.879506 0.9297968
## en17     N_NO3 5.248 4.880 4.879506 0.9297968
## en1    OD_mg.L 5.248 4.774 4.774243 0.9283599
## en9  TURBIEDAD 5.248 4.722 4.721612 0.9276191
## en14  COLI_FEC 5.248 4.596 4.596483 0.9257949
## en4  TEMP_AGUA 5.248 4.544 4.543852 0.9249999
## en10       SST 5.248 4.313 4.313460 0.9213092
## en        SAAM 5.248 3.828 3.827555 0.9121966
## en6     HG_TOT 5.248 3.775 3.774923 0.9110812
## en11 COLOR_VER 5.248 3.517 3.517021 0.9051791
## en3   pH_CAMPO 5.248 3.281 3.281373 0.8990570
## en2   COLI_TOT 5.248 3.194 3.193773 0.8965747
## en8     AS_TOT 5.248 2.605 2.604807 0.8760872

##            var    en    mi       ig        gr
## en7     CR_TOT 4.458 2.298 2.298410 0.8794309
## en5     NI_TOT 4.458 1.391 1.390556 0.8152571
## en10       SST 5.123 3.702 3.702426 0.7907989
## en12   DUR_TOT 5.248 4.143 4.143344 0.7895201
## en13     N_TOT 5.248 4.143 4.143344 0.7895201
## en15     N_NH3 5.248 4.143 4.143344 0.7895201
## en16     N_NO2 5.248 4.143 4.143344 0.7895201
## en17     N_NO3 5.248 4.143 4.143344 0.7895201
## en1    OD_mg.L 5.248 4.038 4.038081 0.7852118
## en9  TURBIEDAD 5.248 3.985 3.985449 0.7829909
## en        SAAM 5.070 3.269 3.269153 0.7791162
## en14  COLI_FEC 5.248 3.860 3.860321 0.7775217
## en4  TEMP_AGUA 5.248 3.808 3.807689 0.7751380
## en6     E_COLI 5.248 3.775 3.774923 0.7736281
## en11 COLOR_VER 5.143 2.886 2.886122 0.7428040
## en3   pH_CAMPO 5.143 2.650 2.650474 0.7261982
## en2   COLI_TOT 5.195 2.510 2.510243 0.7046900
## en8     AS_TOT 5.070 2.046 2.046405 0.6882772

##            var    en    mi        ig        gr
## en5     NI_TOT 2.666 1.653 1.6530344 0.9691431
## en7     HG_TOT 4.458 2.298 2.2984100 0.5547234
## en11 COLOR_VER 4.524 1.975 1.9749760 0.5083015
## en6     E_COLI 5.037 2.456 2.4556250 0.5032527
## en        SAAM 4.715 2.095 2.0948485 0.4992518
## en12   DUR_TOT 5.248 2.614 2.6135197 0.4980099
## en13     N_TOT 5.248 2.614 2.6135197 0.4980099
## en15     N_NH3 5.248 2.614 2.6135197 0.4980099
## en16     N_NO2 5.248 2.614 2.6135197 0.4980099
## en17     N_NO3 5.248 2.614 2.6135197 0.4980099
## en9  TURBIEDAD 5.195 2.508 2.5082566 0.4927781
## en1    OD_mg.L 5.248 2.508 2.5082566 0.4877348
## en10       SST 5.018 2.278 2.2778648 0.4865277
## en4  TEMP_AGUA 5.143 2.383 2.3831280 0.4851376
## en14  COLI_FEC 5.195 2.383 2.3831280 0.4799948
## en2   COLI_TOT 4.564 1.612 1.6119972 0.4525293
## en3   pH_CAMPO 4.682 1.581 1.5814334 0.4332938
## en8     AS_TOT 4.616 0.970 0.9703997 0.3263791

##            var    en    mi        ig        gr
## en2   COLI_TOT 4.458 2.077 2.0769691 0.5830589
## en4  TEMP_AGUA 5.070 2.815 2.8153338 0.5731225
## en12   DUR_TOT 5.248 2.973 2.9732285 0.5665529
## en13     N_TOT 5.248 2.973 2.9732285 0.5665529
## en15     N_NH3 5.248 2.973 2.9732285 0.5665529
## en16     N_NO2 5.248 2.973 2.9732285 0.5665529
## en17     N_NO3 5.248 2.973 2.9732285 0.5665529
## en9  TURBIEDAD 5.195 2.868 2.8679654 0.5634473
## en14  COLI_FEC 5.143 2.795 2.7954683 0.5630458
## en1    OD_mg.L 5.248 2.868 2.8679654 0.5576808
## en        SAAM 4.890 2.279 2.2794251 0.5432408
## en3   pH_CAMPO 4.662 1.961 1.9610076 0.5372926
## en6     E_COLI 5.248 2.605 2.6048075 0.5338260
## en10       SST 5.195 2.460 2.4598134 0.5253900
## en11 COLOR_VER 4.880 1.979 1.9791644 0.5093794
## en7     HG_TOT 5.070 2.046 2.0464053 0.4939019
## en8     CR_TOT 4.616 0.970 0.9703997 0.3712999
## en5     NI_TOT 4.247 0.432 0.4323814 0.2534971

##            var    en    mi       ig        gr
## en11 COLOR_VER 5.195 3.780 3.780179 0.9729083
## en12   DUR_TOT 5.248 5.090 5.090033 0.9699129
## en13     N_TOT 5.248 5.090 5.090033 0.9699129
## en15     N_NH3 5.248 5.090 5.090033 0.9699129
## en16     N_NO2 5.248 5.090 5.090033 0.9699129
## en17     N_NO3 5.248 5.090 5.090033 0.9699129
## en1    OD_mg.L 5.248 4.985 4.984770 0.9692971
## en5     NI_TOT 5.143 1.653 1.653034 0.9691431
## en14  COLI_FEC 5.248 4.807 4.807009 0.9681978
## en4  TEMP_AGUA 5.248 4.754 4.754378 0.9678571
## en6     E_COLI 5.248 4.722 4.721612 0.9676412
## en10       SST 5.248 4.524 4.523986 0.9662754
## en9     AS_TOT 5.195 2.868 2.867965 0.9645963
## en        SAAM 5.248 4.038 4.038081 0.9623700
## en7     HG_TOT 5.248 3.985 3.985449 0.9618920
## en8     CR_TOT 5.195 2.508 2.508257 0.9597236
## en3   pH_CAMPO 5.248 3.492 3.491900 0.9567387
## en2   COLI_TOT 5.248 3.404 3.404300 0.9556749

##            var    en    mi       ig        gr
## en7     HG_TOT 5.123 3.702 3.702426 0.8935840
## en12   DUR_TOT 5.248 4.682 4.681881 0.8921390
## en13     N_TOT 5.248 4.682 4.681881 0.8921390
## en15     N_NH3 5.248 4.682 4.681881 0.8921390
## en16     N_NO2 5.248 4.682 4.681881 0.8921390
## en17     N_NO3 5.248 4.682 4.681881 0.8921390
## en1    OD_mg.L 5.248 4.577 4.576618 0.8899312
## en10 TURBIEDAD 5.248 4.524 4.523986 0.8887931
## en14  COLI_FEC 5.248 4.399 4.398857 0.8859904
## en4  TEMP_AGUA 5.248 4.346 4.346226 0.8847689
## en6     E_COLI 5.248 4.313 4.313460 0.8839951
## en3   pH_CAMPO 5.143 3.189 3.189011 0.8737508
## en8     CR_TOT 5.018 2.278 2.277865 0.8715698
## en2   COLI_TOT 5.143 3.101 3.101411 0.8706462
## en11 COLOR_VER 5.195 3.372 3.372027 0.8678619
## en        SAAM 5.248 3.630 3.629929 0.8650977
## en5     NI_TOT 4.932 1.455 1.455409 0.8532789
## en9     AS_TOT 5.195 2.460 2.459813 0.8273207

##            var    en    mi       ig        gr
## en5     NI_TOT 4.129 1.462 1.462374 0.8573622
## en8     CR_TOT 4.524 1.975 1.974976 0.7556767
## en10 TURBIEDAD 5.195 3.780 3.780179 0.7426630
## en12   DUR_TOT 5.248 3.885 3.885442 0.7403765
## en13     N_TOT 5.248 3.885 3.885442 0.7403765
## en15     N_NH3 5.248 3.885 3.885442 0.7403765
## en16     N_NO2 5.248 3.885 3.885442 0.7403765
## en17     N_NO3 5.248 3.885 3.885442 0.7403765
## en14  COLI_FEC 5.195 3.655 3.655051 0.7361775
## en1    OD_mg.L 5.248 3.780 3.780179 0.7350624
## en4  TEMP_AGUA 5.248 3.550 3.549787 0.7226365
## en6     E_COLI 5.248 3.517 3.517021 0.7207740
## en11       SST 5.195 3.372 3.372027 0.7202292
## en        SAAM 5.090 2.991 2.991385 0.7129177
## en2   COLI_TOT 4.912 2.535 2.535364 0.7117422
## en7     HG_TOT 5.143 2.886 2.886122 0.6965683
## en9     AS_TOT 4.880 1.979 1.979164 0.6656617
## en3   pH_CAMPO 5.143 2.393 2.392572 0.6555362

##            var    en    mi       ig gr
## en        SAAM 5.248 4.196 4.195976  1
## en2   COLI_TOT 5.248 3.562 3.562194  1
## en4  TEMP_AGUA 5.248 4.912 4.912273  1
## en5     NI_TOT 5.248 1.706 1.705666  1
## en6     E_COLI 5.248 4.880 4.879506  1
## en7     HG_TOT 5.248 4.143 4.143344  1
## en10 TURBIEDAD 5.248 5.090 5.090033  1
## en11       SST 5.248 4.682 4.681881  1
## en13     N_TOT 5.248 5.248 5.247928  1
## en14  COLI_FEC 5.248 4.965 4.964904  1
## en15     N_NH3 5.248 5.248 5.247928  1
## en16     N_NO2 5.248 5.248 5.247928  1
## en17     N_NO3 5.248 5.248 5.247928  1
## en3   pH_CAMPO 5.248 3.650 3.649794  1
## en9     AS_TOT 5.248 2.973 2.973229  1
## en1    OD_mg.L 5.248 5.143 5.142664  1
## en8     CR_TOT 5.248 2.614 2.613520  1
## en12 COLOR_VER 5.248 3.885 3.885442  1

##            var    en    mi       ig gr
## en        SAAM 5.248 4.196 4.195976  1
## en2   COLI_TOT 5.248 3.562 3.562194  1
## en4  TEMP_AGUA 5.248 4.912 4.912273  1
## en5     NI_TOT 5.248 1.706 1.705666  1
## en6     E_COLI 5.248 4.880 4.879506  1
## en7     HG_TOT 5.248 4.143 4.143344  1
## en10 TURBIEDAD 5.248 5.090 5.090033  1
## en11       SST 5.248 4.682 4.681881  1
## en13   DUR_TOT 5.248 5.248 5.247928  1
## en14  COLI_FEC 5.248 4.965 4.964904  1
## en15     N_NH3 5.248 5.248 5.247928  1
## en16     N_NO2 5.248 5.248 5.247928  1
## en17     N_NO3 5.248 5.248 5.247928  1
## en3   pH_CAMPO 5.248 3.650 3.649794  1
## en9     AS_TOT 5.248 2.973 2.973229  1
## en1    OD_mg.L 5.248 5.143 5.142664  1
## en8     CR_TOT 5.248 2.614 2.613520  1
## en12 COLOR_VER 5.248 3.885 3.885442  1

##            var    en    mi       ig        gr
## en2   COLI_TOT 4.965 3.562 3.562194 1.0000000
## en3   pH_CAMPO 5.143 3.472 3.472034 0.9512958
## en13   DUR_TOT 5.248 4.965 4.964904 0.9460695
## en14     N_TOT 5.248 4.965 4.964904 0.9460695
## en15     N_NH3 5.248 4.965 4.964904 0.9460695
## en16     N_NO2 5.248 4.965 4.964904 0.9460695
## en17     N_NO3 5.248 4.965 4.964904 0.9460695
## en1    OD_mg.L 5.248 4.860 4.859641 0.9449656
## en10 TURBIEDAD 5.248 4.807 4.807009 0.9443966
## en4  TEMP_AGUA 5.248 4.629 4.629249 0.9423844
## en6     E_COLI 5.248 4.596 4.596483 0.9419975
## en12 COLOR_VER 5.195 3.655 3.655051 0.9407038
## en9     AS_TOT 5.143 2.795 2.795468 0.9402131
## en11       SST 5.248 4.399 4.398857 0.9395492
## en        SAAM 5.248 3.913 3.912952 0.9325489
## en7     HG_TOT 5.248 3.860 3.860321 0.9316920
## en5     NI_TOT 5.090 1.581 1.580537 0.9266394
## en8     CR_TOT 5.195 2.383 2.383128 0.9118462

##            var    en    mi       ig gr
## en        SAAM 5.248 4.196 4.195976  1
## en2   COLI_TOT 5.248 3.562 3.562194  1
## en4  TEMP_AGUA 5.248 4.912 4.912273  1
## en5     NI_TOT 5.248 1.706 1.705666  1
## en6     E_COLI 5.248 4.880 4.879506  1
## en7     HG_TOT 5.248 4.143 4.143344  1
## en10 TURBIEDAD 5.248 5.090 5.090033  1
## en11       SST 5.248 4.682 4.681881  1
## en13   DUR_TOT 5.248 5.248 5.247928  1
## en14     N_TOT 5.248 5.248 5.247928  1
## en15  COLI_FEC 5.248 4.965 4.964904  1
## en16     N_NO2 5.248 5.248 5.247928  1
## en17     N_NO3 5.248 5.248 5.247928  1
## en3   pH_CAMPO 5.248 3.650 3.649794  1
## en9     AS_TOT 5.248 2.973 2.973229  1
## en1    OD_mg.L 5.248 5.143 5.142664  1
## en8     CR_TOT 5.248 2.614 2.613520  1
## en12 COLOR_VER 5.248 3.885 3.885442  1

##            var    en    mi       ig gr
## en        SAAM 5.248 4.196 4.195976  1
## en2   COLI_TOT 5.248 3.562 3.562194  1
## en4  TEMP_AGUA 5.248 4.912 4.912273  1
## en5     NI_TOT 5.248 1.706 1.705666  1
## en6     E_COLI 5.248 4.880 4.879506  1
## en7     HG_TOT 5.248 4.143 4.143344  1
## en10 TURBIEDAD 5.248 5.090 5.090033  1
## en11       SST 5.248 4.682 4.681881  1
## en13   DUR_TOT 5.248 5.248 5.247928  1
## en14     N_TOT 5.248 5.248 5.247928  1
## en15  COLI_FEC 5.248 4.965 4.964904  1
## en16     N_NH3 5.248 5.248 5.247928  1
## en17     N_NO3 5.248 5.248 5.247928  1
## en3   pH_CAMPO 5.248 3.650 3.649794  1
## en9     AS_TOT 5.248 2.973 2.973229  1
## en1    OD_mg.L 5.248 5.143 5.142664  1
## en8     CR_TOT 5.248 2.614 2.613520  1
## en12 COLOR_VER 5.248 3.885 3.885442  1

##            var    en    mi       ig gr
## en        SAAM 5.248 4.196 4.195976  1
## en2   COLI_TOT 5.248 3.562 3.562194  1
## en4  TEMP_AGUA 5.248 4.912 4.912273  1
## en5     NI_TOT 5.248 1.706 1.705666  1
## en6     E_COLI 5.248 4.880 4.879506  1
## en7     HG_TOT 5.248 4.143 4.143344  1
## en10 TURBIEDAD 5.248 5.090 5.090033  1
## en11       SST 5.248 4.682 4.681881  1
## en13   DUR_TOT 5.248 5.248 5.247928  1
## en14     N_TOT 5.248 5.248 5.247928  1
## en15  COLI_FEC 5.248 4.965 4.964904  1
## en16     N_NH3 5.248 5.248 5.247928  1
## en17     N_NO2 5.248 5.248 5.247928  1
## en3   pH_CAMPO 5.248 3.650 3.649794  1
## en9     AS_TOT 5.248 2.973 2.973229  1
## en1    OD_mg.L 5.248 5.143 5.142664  1
## en8     CR_TOT 5.248 2.614 2.613520  1
## en12 COLOR_VER 5.248 3.885 3.885442  1

Gráficas Entropía

for (j in seq_along(eti_sitio)) {
  
    print(myplot <- ggplot(var_rank_info(sitio_mim,  eti_sitio[j]), aes(x = reorder(var, en),y = en, fill = var))
          + geom_bar(stat = "identity") 
          + coord_flip() 
          + theme_bw() 
          + xlab("") 
          + ylab("Entropía")
          + ggtitle(names_eti_sitio[j])
          + theme(plot.title = element_text(hjust = 0.5))
          + guides(fill = FALSE))
  
  print(var_rank_info(sitio_mim, eti_sitio[j]))
  #save table in csv
  #name_en <- names_eti_sitio[j]
  #name_table_en <- paste("csv-graphs/tlaco/en/",name_en,"_en.csv",sep = "")
  #write.table(var_rank_info(sitio_mim, eti_sitio[j]), file = name_table_en, sep = ",", col.names = NA)
  
  #save plot
  #plot_en <- paste("images/tlaco/en/",name_en,"_en.png",sep = "")
  #ggsave(plot_en)
}

##            var    en    mi       ig        gr
## en7     CR_TOT 4.715 2.095 2.094849 0.8015430
## en12   DUR_TOT 5.248 4.196 4.195976 0.7995491
## en13     N_TOT 5.248 4.196 4.195976 0.7995491
## en15     N_NH3 5.248 4.196 4.195976 0.7995491
## en16     N_NO2 5.248 4.196 4.195976 0.7995491
## en17     N_NO3 5.248 4.196 4.195976 0.7995491
## en     OD_mg.L 5.248 4.091 4.090713 0.7954461
## en9  TURBIEDAD 5.248 4.038 4.038081 0.7933310
## en4     NI_TOT 4.553 1.349 1.348619 0.7906699
## en6     HG_TOT 5.070 3.269 3.269153 0.7890130
## en14  COLI_FEC 5.248 3.913 3.912952 0.7881224
## en3  TEMP_AGUA 5.248 3.860 3.860321 0.7858523
## en5     E_COLI 5.248 3.828 3.827555 0.7844143
## en10       SST 5.248 3.630 3.629929 0.7753143
## en11 COLOR_VER 5.090 2.991 2.991385 0.7698957
## en8     AS_TOT 4.890 2.279 2.279425 0.7666498
## en1   COLI_TOT 5.090 2.668 2.668137 0.7490151
## en2   pH_CAMPO 5.143 2.703 2.703106 0.7406186

##            var    en    mi       ig        gr
## en12   DUR_TOT 5.248 5.143 5.142664 0.9799420
## en13     N_TOT 5.248 5.143 5.142664 0.9799420
## en15     N_NH3 5.248 5.143 5.142664 0.9799420
## en16     N_NO2 5.248 5.143 5.142664 0.9799420
## en17     N_NO3 5.248 5.143 5.142664 0.9799420
## en9  TURBIEDAD 5.248 4.985 4.984770 0.9793197
## en14  COLI_FEC 5.248 4.860 4.859641 0.9787986
## en3  TEMP_AGUA 5.248 4.807 4.807009 0.9785714
## en5     E_COLI 5.248 4.774 4.774243 0.9784275
## en10       SST 5.248 4.577 4.576618 0.9775169
## en        SAAM 5.248 4.091 4.090713 0.9749133
## en6     HG_TOT 5.248 4.038 4.038081 0.9745946
## en11 COLOR_VER 5.248 3.780 3.780179 0.9729083
## en2   pH_CAMPO 5.248 3.545 3.544531 0.9711592
## en1   COLI_TOT 5.248 3.457 3.456931 0.9704499
## en4     NI_TOT 5.195 1.653 1.653034 0.9691431
## en8     AS_TOT 5.248 2.868 2.867965 0.9645963
## en7     CR_TOT 5.248 2.508 2.508257 0.9597236

##            var    en    mi       ig        gr
## en14  COLI_FEC 4.965 3.562 3.562194 0.7174750
## en8     AS_TOT 4.458 2.077 2.076969 0.6985568
## en4     NI_TOT 4.089 1.179 1.179242 0.6913675
## en12   DUR_TOT 5.248 3.562 3.562194 0.6787812
## en13     N_TOT 5.248 3.562 3.562194 0.6787812
## en15     N_NH3 5.248 3.562 3.562194 0.6787812
## en16     N_NO2 5.248 3.562 3.562194 0.6787812
## en17     N_NO3 5.248 3.562 3.562194 0.6787812
## en1    OD_mg.L 5.248 3.457 3.456931 0.6722063
## en9  TURBIEDAD 5.248 3.404 3.404300 0.6688169
## en3  TEMP_AGUA 5.195 3.279 3.279171 0.6675466
## en10       SST 5.143 3.101 3.101411 0.6624284
## en5     E_COLI 5.248 3.194 3.193773 0.6545280
## en11 COLOR_VER 4.912 2.535 2.535364 0.6525291
## en2   pH_CAMPO 4.880 2.332 2.332482 0.6390723
## en        SAAM 5.090 2.668 2.668137 0.6358801
## en7     CR_TOT 4.564 1.612 1.611997 0.6167917
## en6     HG_TOT 5.195 2.510 2.510243 0.6058494

##            var    en    mi       ig        gr
## en14  COLI_FEC 5.143 3.472 3.472034 0.6993155
## en12   DUR_TOT 5.248 3.650 3.649794 0.6954735
## en13     N_TOT 5.248 3.650 3.649794 0.6954735
## en15     N_NH3 5.248 3.650 3.649794 0.6954735
## en16     N_NO2 5.248 3.650 3.649794 0.6954735
## en17     N_NO3 5.248 3.650 3.649794 0.6954735
## en1    OD_mg.L 5.248 3.545 3.544531 0.6892403
## en9  TURBIEDAD 5.248 3.492 3.491900 0.6860270
## en10       SST 5.143 3.189 3.189011 0.6811389
## en3  TEMP_AGUA 5.248 3.314 3.314140 0.6746652
## en5     E_COLI 5.248 3.281 3.281373 0.6724806
## en8     AS_TOT 4.662 1.961 1.961008 0.6595550
## en2   COLI_TOT 4.880 2.332 2.332482 0.6547881
## en        SAAM 5.143 2.703 2.703106 0.6442139
## en6     HG_TOT 5.143 2.650 2.650474 0.6396944
## en11 COLOR_VER 5.143 2.393 2.392572 0.6157786
## en7     CR_TOT 4.682 1.581 1.581433 0.6050972
## en4     NI_TOT 4.324 1.032 1.031728 0.6048828

##            var    en    mi       ig        gr
## en8     AS_TOT 5.070 2.815 2.815334 0.9468945
## en12   DUR_TOT 5.248 4.912 4.912273 0.9360405
## en13     N_TOT 5.248 4.912 4.912273 0.9360405
## en15     N_NH3 5.248 4.912 4.912273 0.9360405
## en16     N_NO2 5.248 4.912 4.912273 0.9360405
## en17     N_NO3 5.248 4.912 4.912273 0.9360405
## en1    OD_mg.L 5.248 4.807 4.807009 0.9347313
## en9  TURBIEDAD 5.248 4.754 4.754378 0.9340564
## en14  COLI_FEC 5.248 4.629 4.629249 0.9323945
## en5     E_COLI 5.248 4.544 4.543852 0.9312113
## en10       SST 5.248 4.346 4.346226 0.9283077
## en4     NI_TOT 5.037 1.581 1.580537 0.9266394
## en2   COLI_TOT 5.195 3.279 3.279171 0.9205480
## en        SAAM 5.248 3.860 3.860321 0.9200055
## en6     HG_TOT 5.248 3.808 3.807689 0.9189894
## en11 COLOR_VER 5.248 3.550 3.549787 0.9136122
## en7     CR_TOT 5.143 2.383 2.383128 0.9118462
## en3   pH_CAMPO 5.248 3.314 3.314140 0.9080346

##            var    en    mi        ig        gr
## en7     CR_TOT 2.666 1.653 1.6530344 0.6324936
## en11 COLOR_VER 4.129 1.462 1.4623736 0.3763725
## en5     E_COLI 4.932 1.653 1.6530344 0.3387708
## en6     HG_TOT 4.458 1.391 1.3905563 0.3356121
## en2   COLI_TOT 4.089 1.179 1.1792421 0.3310437
## en12   DUR_TOT 5.248 1.706 1.7056660 0.3250171
## en13     N_TOT 5.248 1.706 1.7056660 0.3250171
## en15     N_NH3 5.248 1.706 1.7056660 0.3250171
## en16     N_NO2 5.248 1.706 1.7056660 0.3250171
## en17     N_NO3 5.248 1.706 1.7056660 0.3250171
## en9  TURBIEDAD 5.143 1.653 1.6530344 0.3247591
## en4  TEMP_AGUA 5.037 1.581 1.5805374 0.3217528
## en1    OD_mg.L 5.195 1.653 1.6530344 0.3214354
## en        SAAM 4.553 1.349 1.3486187 0.3214077
## en14  COLI_FEC 5.090 1.581 1.5805374 0.3183420
## en10       SST 4.932 1.455 1.4554088 0.3108598
## en3   pH_CAMPO 4.324 1.032 1.0317281 0.2826811
## en8     AS_TOT 4.247 0.432 0.4323814 0.1454249

##            var    en    mi       ig        gr
## en5     NI_TOT 4.932 1.653 1.653034 0.9691431
## en7     CR_TOT 5.037 2.456 2.455625 0.9395854
## en12   DUR_TOT 5.248 4.880 4.879506 0.9297968
## en13     N_TOT 5.248 4.880 4.879506 0.9297968
## en15     N_NH3 5.248 4.880 4.879506 0.9297968
## en16     N_NO2 5.248 4.880 4.879506 0.9297968
## en17     N_NO3 5.248 4.880 4.879506 0.9297968
## en1    OD_mg.L 5.248 4.774 4.774243 0.9283599
## en9  TURBIEDAD 5.248 4.722 4.721612 0.9276191
## en14  COLI_FEC 5.248 4.596 4.596483 0.9257949
## en4  TEMP_AGUA 5.248 4.544 4.543852 0.9249999
## en10       SST 5.248 4.313 4.313460 0.9213092
## en        SAAM 5.248 3.828 3.827555 0.9121966
## en6     HG_TOT 5.248 3.775 3.774923 0.9110812
## en11 COLOR_VER 5.248 3.517 3.517021 0.9051791
## en3   pH_CAMPO 5.248 3.281 3.281373 0.8990570
## en2   COLI_TOT 5.248 3.194 3.193773 0.8965747
## en8     AS_TOT 5.248 2.605 2.604807 0.8760872

##            var    en    mi       ig        gr
## en7     CR_TOT 4.458 2.298 2.298410 0.8794309
## en5     NI_TOT 4.458 1.391 1.390556 0.8152571
## en10       SST 5.123 3.702 3.702426 0.7907989
## en12   DUR_TOT 5.248 4.143 4.143344 0.7895201
## en13     N_TOT 5.248 4.143 4.143344 0.7895201
## en15     N_NH3 5.248 4.143 4.143344 0.7895201
## en16     N_NO2 5.248 4.143 4.143344 0.7895201
## en17     N_NO3 5.248 4.143 4.143344 0.7895201
## en1    OD_mg.L 5.248 4.038 4.038081 0.7852118
## en9  TURBIEDAD 5.248 3.985 3.985449 0.7829909
## en        SAAM 5.070 3.269 3.269153 0.7791162
## en14  COLI_FEC 5.248 3.860 3.860321 0.7775217
## en4  TEMP_AGUA 5.248 3.808 3.807689 0.7751380
## en6     E_COLI 5.248 3.775 3.774923 0.7736281
## en11 COLOR_VER 5.143 2.886 2.886122 0.7428040
## en3   pH_CAMPO 5.143 2.650 2.650474 0.7261982
## en2   COLI_TOT 5.195 2.510 2.510243 0.7046900
## en8     AS_TOT 5.070 2.046 2.046405 0.6882772

##            var    en    mi        ig        gr
## en5     NI_TOT 2.666 1.653 1.6530344 0.9691431
## en7     HG_TOT 4.458 2.298 2.2984100 0.5547234
## en11 COLOR_VER 4.524 1.975 1.9749760 0.5083015
## en6     E_COLI 5.037 2.456 2.4556250 0.5032527
## en        SAAM 4.715 2.095 2.0948485 0.4992518
## en12   DUR_TOT 5.248 2.614 2.6135197 0.4980099
## en13     N_TOT 5.248 2.614 2.6135197 0.4980099
## en15     N_NH3 5.248 2.614 2.6135197 0.4980099
## en16     N_NO2 5.248 2.614 2.6135197 0.4980099
## en17     N_NO3 5.248 2.614 2.6135197 0.4980099
## en9  TURBIEDAD 5.195 2.508 2.5082566 0.4927781
## en1    OD_mg.L 5.248 2.508 2.5082566 0.4877348
## en10       SST 5.018 2.278 2.2778648 0.4865277
## en4  TEMP_AGUA 5.143 2.383 2.3831280 0.4851376
## en14  COLI_FEC 5.195 2.383 2.3831280 0.4799948
## en2   COLI_TOT 4.564 1.612 1.6119972 0.4525293
## en3   pH_CAMPO 4.682 1.581 1.5814334 0.4332938
## en8     AS_TOT 4.616 0.970 0.9703997 0.3263791

##            var    en    mi        ig        gr
## en2   COLI_TOT 4.458 2.077 2.0769691 0.5830589
## en4  TEMP_AGUA 5.070 2.815 2.8153338 0.5731225
## en12   DUR_TOT 5.248 2.973 2.9732285 0.5665529
## en13     N_TOT 5.248 2.973 2.9732285 0.5665529
## en15     N_NH3 5.248 2.973 2.9732285 0.5665529
## en16     N_NO2 5.248 2.973 2.9732285 0.5665529
## en17     N_NO3 5.248 2.973 2.9732285 0.5665529
## en9  TURBIEDAD 5.195 2.868 2.8679654 0.5634473
## en14  COLI_FEC 5.143 2.795 2.7954683 0.5630458
## en1    OD_mg.L 5.248 2.868 2.8679654 0.5576808
## en        SAAM 4.890 2.279 2.2794251 0.5432408
## en3   pH_CAMPO 4.662 1.961 1.9610076 0.5372926
## en6     E_COLI 5.248 2.605 2.6048075 0.5338260
## en10       SST 5.195 2.460 2.4598134 0.5253900
## en11 COLOR_VER 4.880 1.979 1.9791644 0.5093794
## en7     HG_TOT 5.070 2.046 2.0464053 0.4939019
## en8     CR_TOT 4.616 0.970 0.9703997 0.3712999
## en5     NI_TOT 4.247 0.432 0.4323814 0.2534971

##            var    en    mi       ig        gr
## en11 COLOR_VER 5.195 3.780 3.780179 0.9729083
## en12   DUR_TOT 5.248 5.090 5.090033 0.9699129
## en13     N_TOT 5.248 5.090 5.090033 0.9699129
## en15     N_NH3 5.248 5.090 5.090033 0.9699129
## en16     N_NO2 5.248 5.090 5.090033 0.9699129
## en17     N_NO3 5.248 5.090 5.090033 0.9699129
## en1    OD_mg.L 5.248 4.985 4.984770 0.9692971
## en5     NI_TOT 5.143 1.653 1.653034 0.9691431
## en14  COLI_FEC 5.248 4.807 4.807009 0.9681978
## en4  TEMP_AGUA 5.248 4.754 4.754378 0.9678571
## en6     E_COLI 5.248 4.722 4.721612 0.9676412
## en10       SST 5.248 4.524 4.523986 0.9662754
## en9     AS_TOT 5.195 2.868 2.867965 0.9645963
## en        SAAM 5.248 4.038 4.038081 0.9623700
## en7     HG_TOT 5.248 3.985 3.985449 0.9618920
## en8     CR_TOT 5.195 2.508 2.508257 0.9597236
## en3   pH_CAMPO 5.248 3.492 3.491900 0.9567387
## en2   COLI_TOT 5.248 3.404 3.404300 0.9556749

##            var    en    mi       ig        gr
## en7     HG_TOT 5.123 3.702 3.702426 0.8935840
## en12   DUR_TOT 5.248 4.682 4.681881 0.8921390
## en13     N_TOT 5.248 4.682 4.681881 0.8921390
## en15     N_NH3 5.248 4.682 4.681881 0.8921390
## en16     N_NO2 5.248 4.682 4.681881 0.8921390
## en17     N_NO3 5.248 4.682 4.681881 0.8921390
## en1    OD_mg.L 5.248 4.577 4.576618 0.8899312
## en10 TURBIEDAD 5.248 4.524 4.523986 0.8887931
## en14  COLI_FEC 5.248 4.399 4.398857 0.8859904
## en4  TEMP_AGUA 5.248 4.346 4.346226 0.8847689
## en6     E_COLI 5.248 4.313 4.313460 0.8839951
## en3   pH_CAMPO 5.143 3.189 3.189011 0.8737508
## en8     CR_TOT 5.018 2.278 2.277865 0.8715698
## en2   COLI_TOT 5.143 3.101 3.101411 0.8706462
## en11 COLOR_VER 5.195 3.372 3.372027 0.8678619
## en        SAAM 5.248 3.630 3.629929 0.8650977
## en5     NI_TOT 4.932 1.455 1.455409 0.8532789
## en9     AS_TOT 5.195 2.460 2.459813 0.8273207

##            var    en    mi       ig        gr
## en5     NI_TOT 4.129 1.462 1.462374 0.8573622
## en8     CR_TOT 4.524 1.975 1.974976 0.7556767
## en10 TURBIEDAD 5.195 3.780 3.780179 0.7426630
## en12   DUR_TOT 5.248 3.885 3.885442 0.7403765
## en13     N_TOT 5.248 3.885 3.885442 0.7403765
## en15     N_NH3 5.248 3.885 3.885442 0.7403765
## en16     N_NO2 5.248 3.885 3.885442 0.7403765
## en17     N_NO3 5.248 3.885 3.885442 0.7403765
## en14  COLI_FEC 5.195 3.655 3.655051 0.7361775
## en1    OD_mg.L 5.248 3.780 3.780179 0.7350624
## en4  TEMP_AGUA 5.248 3.550 3.549787 0.7226365
## en6     E_COLI 5.248 3.517 3.517021 0.7207740
## en11       SST 5.195 3.372 3.372027 0.7202292
## en        SAAM 5.090 2.991 2.991385 0.7129177
## en2   COLI_TOT 4.912 2.535 2.535364 0.7117422
## en7     HG_TOT 5.143 2.886 2.886122 0.6965683
## en9     AS_TOT 4.880 1.979 1.979164 0.6656617
## en3   pH_CAMPO 5.143 2.393 2.392572 0.6555362

##            var    en    mi       ig gr
## en        SAAM 5.248 4.196 4.195976  1
## en2   COLI_TOT 5.248 3.562 3.562194  1
## en4  TEMP_AGUA 5.248 4.912 4.912273  1
## en5     NI_TOT 5.248 1.706 1.705666  1
## en6     E_COLI 5.248 4.880 4.879506  1
## en7     HG_TOT 5.248 4.143 4.143344  1
## en10 TURBIEDAD 5.248 5.090 5.090033  1
## en11       SST 5.248 4.682 4.681881  1
## en13     N_TOT 5.248 5.248 5.247928  1
## en14  COLI_FEC 5.248 4.965 4.964904  1
## en15     N_NH3 5.248 5.248 5.247928  1
## en16     N_NO2 5.248 5.248 5.247928  1
## en17     N_NO3 5.248 5.248 5.247928  1
## en3   pH_CAMPO 5.248 3.650 3.649794  1
## en9     AS_TOT 5.248 2.973 2.973229  1
## en1    OD_mg.L 5.248 5.143 5.142664  1
## en8     CR_TOT 5.248 2.614 2.613520  1
## en12 COLOR_VER 5.248 3.885 3.885442  1

##            var    en    mi       ig gr
## en        SAAM 5.248 4.196 4.195976  1
## en2   COLI_TOT 5.248 3.562 3.562194  1
## en4  TEMP_AGUA 5.248 4.912 4.912273  1
## en5     NI_TOT 5.248 1.706 1.705666  1
## en6     E_COLI 5.248 4.880 4.879506  1
## en7     HG_TOT 5.248 4.143 4.143344  1
## en10 TURBIEDAD 5.248 5.090 5.090033  1
## en11       SST 5.248 4.682 4.681881  1
## en13   DUR_TOT 5.248 5.248 5.247928  1
## en14  COLI_FEC 5.248 4.965 4.964904  1
## en15     N_NH3 5.248 5.248 5.247928  1
## en16     N_NO2 5.248 5.248 5.247928  1
## en17     N_NO3 5.248 5.248 5.247928  1
## en3   pH_CAMPO 5.248 3.650 3.649794  1
## en9     AS_TOT 5.248 2.973 2.973229  1
## en1    OD_mg.L 5.248 5.143 5.142664  1
## en8     CR_TOT 5.248 2.614 2.613520  1
## en12 COLOR_VER 5.248 3.885 3.885442  1

##            var    en    mi       ig        gr
## en2   COLI_TOT 4.965 3.562 3.562194 1.0000000
## en3   pH_CAMPO 5.143 3.472 3.472034 0.9512958
## en13   DUR_TOT 5.248 4.965 4.964904 0.9460695
## en14     N_TOT 5.248 4.965 4.964904 0.9460695
## en15     N_NH3 5.248 4.965 4.964904 0.9460695
## en16     N_NO2 5.248 4.965 4.964904 0.9460695
## en17     N_NO3 5.248 4.965 4.964904 0.9460695
## en1    OD_mg.L 5.248 4.860 4.859641 0.9449656
## en10 TURBIEDAD 5.248 4.807 4.807009 0.9443966
## en4  TEMP_AGUA 5.248 4.629 4.629249 0.9423844
## en6     E_COLI 5.248 4.596 4.596483 0.9419975
## en12 COLOR_VER 5.195 3.655 3.655051 0.9407038
## en9     AS_TOT 5.143 2.795 2.795468 0.9402131
## en11       SST 5.248 4.399 4.398857 0.9395492
## en        SAAM 5.248 3.913 3.912952 0.9325489
## en7     HG_TOT 5.248 3.860 3.860321 0.9316920
## en5     NI_TOT 5.090 1.581 1.580537 0.9266394
## en8     CR_TOT 5.195 2.383 2.383128 0.9118462

##            var    en    mi       ig gr
## en        SAAM 5.248 4.196 4.195976  1
## en2   COLI_TOT 5.248 3.562 3.562194  1
## en4  TEMP_AGUA 5.248 4.912 4.912273  1
## en5     NI_TOT 5.248 1.706 1.705666  1
## en6     E_COLI 5.248 4.880 4.879506  1
## en7     HG_TOT 5.248 4.143 4.143344  1
## en10 TURBIEDAD 5.248 5.090 5.090033  1
## en11       SST 5.248 4.682 4.681881  1
## en13   DUR_TOT 5.248 5.248 5.247928  1
## en14     N_TOT 5.248 5.248 5.247928  1
## en15  COLI_FEC 5.248 4.965 4.964904  1
## en16     N_NO2 5.248 5.248 5.247928  1
## en17     N_NO3 5.248 5.248 5.247928  1
## en3   pH_CAMPO 5.248 3.650 3.649794  1
## en9     AS_TOT 5.248 2.973 2.973229  1
## en1    OD_mg.L 5.248 5.143 5.142664  1
## en8     CR_TOT 5.248 2.614 2.613520  1
## en12 COLOR_VER 5.248 3.885 3.885442  1

##            var    en    mi       ig gr
## en        SAAM 5.248 4.196 4.195976  1
## en2   COLI_TOT 5.248 3.562 3.562194  1
## en4  TEMP_AGUA 5.248 4.912 4.912273  1
## en5     NI_TOT 5.248 1.706 1.705666  1
## en6     E_COLI 5.248 4.880 4.879506  1
## en7     HG_TOT 5.248 4.143 4.143344  1
## en10 TURBIEDAD 5.248 5.090 5.090033  1
## en11       SST 5.248 4.682 4.681881  1
## en13   DUR_TOT 5.248 5.248 5.247928  1
## en14     N_TOT 5.248 5.248 5.247928  1
## en15  COLI_FEC 5.248 4.965 4.964904  1
## en16     N_NH3 5.248 5.248 5.247928  1
## en17     N_NO3 5.248 5.248 5.247928  1
## en3   pH_CAMPO 5.248 3.650 3.649794  1
## en9     AS_TOT 5.248 2.973 2.973229  1
## en1    OD_mg.L 5.248 5.143 5.142664  1
## en8     CR_TOT 5.248 2.614 2.613520  1
## en12 COLOR_VER 5.248 3.885 3.885442  1

##            var    en    mi       ig gr
## en        SAAM 5.248 4.196 4.195976  1
## en2   COLI_TOT 5.248 3.562 3.562194  1
## en4  TEMP_AGUA 5.248 4.912 4.912273  1
## en5     NI_TOT 5.248 1.706 1.705666  1
## en6     E_COLI 5.248 4.880 4.879506  1
## en7     HG_TOT 5.248 4.143 4.143344  1
## en10 TURBIEDAD 5.248 5.090 5.090033  1
## en11       SST 5.248 4.682 4.681881  1
## en13   DUR_TOT 5.248 5.248 5.247928  1
## en14     N_TOT 5.248 5.248 5.247928  1
## en15  COLI_FEC 5.248 4.965 4.964904  1
## en16     N_NH3 5.248 5.248 5.247928  1
## en17     N_NO2 5.248 5.248 5.247928  1
## en3   pH_CAMPO 5.248 3.650 3.649794  1
## en9     AS_TOT 5.248 2.973 2.973229  1
## en1    OD_mg.L 5.248 5.143 5.142664  1
## en8     CR_TOT 5.248 2.614 2.613520  1
## en12 COLOR_VER 5.248 3.885 3.885442  1

Gráficas Ganancia de información

for (k in seq_along(eti_sitio)) {
  
    print(myplot <- ggplot(var_rank_info(sitio_mim,  eti_sitio[k]), aes(x = reorder(var, ig),y = ig, fill = var))
          + geom_bar(stat = "identity") 
          + coord_flip() 
          + theme_bw() 
          + xlab("") 
          + ylab("Ganancia de la Información")
          + ggtitle(names_eti_sitio[k])
          + theme(plot.title = element_text(hjust = 0.5))
          + guides(fill = FALSE))
  
  print(var_rank_info(sitio_mim, eti_sitio[k]))
  #save table in csv
  #name_ig <- names_eti_sitio[k]
  #name_table_ig <- paste("csv-graphs/tlaco/ig/",name_ig,"_ig.csv",sep = "")
  #write.table(var_rank_info(sitio_mim, eti_sitio[k]), file = name_table_ig, sep = ",", col.names = NA)
  
  #save plot
  #plot_ig <- paste("images/tlaco/ig/",name_ig,"_ig.png",sep = "")
  #ggsave(plot_ig)
}

##            var    en    mi       ig        gr
## en7     CR_TOT 4.715 2.095 2.094849 0.8015430
## en12   DUR_TOT 5.248 4.196 4.195976 0.7995491
## en13     N_TOT 5.248 4.196 4.195976 0.7995491
## en15     N_NH3 5.248 4.196 4.195976 0.7995491
## en16     N_NO2 5.248 4.196 4.195976 0.7995491
## en17     N_NO3 5.248 4.196 4.195976 0.7995491
## en     OD_mg.L 5.248 4.091 4.090713 0.7954461
## en9  TURBIEDAD 5.248 4.038 4.038081 0.7933310
## en4     NI_TOT 4.553 1.349 1.348619 0.7906699
## en6     HG_TOT 5.070 3.269 3.269153 0.7890130
## en14  COLI_FEC 5.248 3.913 3.912952 0.7881224
## en3  TEMP_AGUA 5.248 3.860 3.860321 0.7858523
## en5     E_COLI 5.248 3.828 3.827555 0.7844143
## en10       SST 5.248 3.630 3.629929 0.7753143
## en11 COLOR_VER 5.090 2.991 2.991385 0.7698957
## en8     AS_TOT 4.890 2.279 2.279425 0.7666498
## en1   COLI_TOT 5.090 2.668 2.668137 0.7490151
## en2   pH_CAMPO 5.143 2.703 2.703106 0.7406186

##            var    en    mi       ig        gr
## en12   DUR_TOT 5.248 5.143 5.142664 0.9799420
## en13     N_TOT 5.248 5.143 5.142664 0.9799420
## en15     N_NH3 5.248 5.143 5.142664 0.9799420
## en16     N_NO2 5.248 5.143 5.142664 0.9799420
## en17     N_NO3 5.248 5.143 5.142664 0.9799420
## en9  TURBIEDAD 5.248 4.985 4.984770 0.9793197
## en14  COLI_FEC 5.248 4.860 4.859641 0.9787986
## en3  TEMP_AGUA 5.248 4.807 4.807009 0.9785714
## en5     E_COLI 5.248 4.774 4.774243 0.9784275
## en10       SST 5.248 4.577 4.576618 0.9775169
## en        SAAM 5.248 4.091 4.090713 0.9749133
## en6     HG_TOT 5.248 4.038 4.038081 0.9745946
## en11 COLOR_VER 5.248 3.780 3.780179 0.9729083
## en2   pH_CAMPO 5.248 3.545 3.544531 0.9711592
## en1   COLI_TOT 5.248 3.457 3.456931 0.9704499
## en4     NI_TOT 5.195 1.653 1.653034 0.9691431
## en8     AS_TOT 5.248 2.868 2.867965 0.9645963
## en7     CR_TOT 5.248 2.508 2.508257 0.9597236

##            var    en    mi       ig        gr
## en14  COLI_FEC 4.965 3.562 3.562194 0.7174750
## en8     AS_TOT 4.458 2.077 2.076969 0.6985568
## en4     NI_TOT 4.089 1.179 1.179242 0.6913675
## en12   DUR_TOT 5.248 3.562 3.562194 0.6787812
## en13     N_TOT 5.248 3.562 3.562194 0.6787812
## en15     N_NH3 5.248 3.562 3.562194 0.6787812
## en16     N_NO2 5.248 3.562 3.562194 0.6787812
## en17     N_NO3 5.248 3.562 3.562194 0.6787812
## en1    OD_mg.L 5.248 3.457 3.456931 0.6722063
## en9  TURBIEDAD 5.248 3.404 3.404300 0.6688169
## en3  TEMP_AGUA 5.195 3.279 3.279171 0.6675466
## en10       SST 5.143 3.101 3.101411 0.6624284
## en5     E_COLI 5.248 3.194 3.193773 0.6545280
## en11 COLOR_VER 4.912 2.535 2.535364 0.6525291
## en2   pH_CAMPO 4.880 2.332 2.332482 0.6390723
## en        SAAM 5.090 2.668 2.668137 0.6358801
## en7     CR_TOT 4.564 1.612 1.611997 0.6167917
## en6     HG_TOT 5.195 2.510 2.510243 0.6058494

##            var    en    mi       ig        gr
## en14  COLI_FEC 5.143 3.472 3.472034 0.6993155
## en12   DUR_TOT 5.248 3.650 3.649794 0.6954735
## en13     N_TOT 5.248 3.650 3.649794 0.6954735
## en15     N_NH3 5.248 3.650 3.649794 0.6954735
## en16     N_NO2 5.248 3.650 3.649794 0.6954735
## en17     N_NO3 5.248 3.650 3.649794 0.6954735
## en1    OD_mg.L 5.248 3.545 3.544531 0.6892403
## en9  TURBIEDAD 5.248 3.492 3.491900 0.6860270
## en10       SST 5.143 3.189 3.189011 0.6811389
## en3  TEMP_AGUA 5.248 3.314 3.314140 0.6746652
## en5     E_COLI 5.248 3.281 3.281373 0.6724806
## en8     AS_TOT 4.662 1.961 1.961008 0.6595550
## en2   COLI_TOT 4.880 2.332 2.332482 0.6547881
## en        SAAM 5.143 2.703 2.703106 0.6442139
## en6     HG_TOT 5.143 2.650 2.650474 0.6396944
## en11 COLOR_VER 5.143 2.393 2.392572 0.6157786
## en7     CR_TOT 4.682 1.581 1.581433 0.6050972
## en4     NI_TOT 4.324 1.032 1.031728 0.6048828

##            var    en    mi       ig        gr
## en8     AS_TOT 5.070 2.815 2.815334 0.9468945
## en12   DUR_TOT 5.248 4.912 4.912273 0.9360405
## en13     N_TOT 5.248 4.912 4.912273 0.9360405
## en15     N_NH3 5.248 4.912 4.912273 0.9360405
## en16     N_NO2 5.248 4.912 4.912273 0.9360405
## en17     N_NO3 5.248 4.912 4.912273 0.9360405
## en1    OD_mg.L 5.248 4.807 4.807009 0.9347313
## en9  TURBIEDAD 5.248 4.754 4.754378 0.9340564
## en14  COLI_FEC 5.248 4.629 4.629249 0.9323945
## en5     E_COLI 5.248 4.544 4.543852 0.9312113
## en10       SST 5.248 4.346 4.346226 0.9283077
## en4     NI_TOT 5.037 1.581 1.580537 0.9266394
## en2   COLI_TOT 5.195 3.279 3.279171 0.9205480
## en        SAAM 5.248 3.860 3.860321 0.9200055
## en6     HG_TOT 5.248 3.808 3.807689 0.9189894
## en11 COLOR_VER 5.248 3.550 3.549787 0.9136122
## en7     CR_TOT 5.143 2.383 2.383128 0.9118462
## en3   pH_CAMPO 5.248 3.314 3.314140 0.9080346

##            var    en    mi        ig        gr
## en7     CR_TOT 2.666 1.653 1.6530344 0.6324936
## en11 COLOR_VER 4.129 1.462 1.4623736 0.3763725
## en5     E_COLI 4.932 1.653 1.6530344 0.3387708
## en6     HG_TOT 4.458 1.391 1.3905563 0.3356121
## en2   COLI_TOT 4.089 1.179 1.1792421 0.3310437
## en12   DUR_TOT 5.248 1.706 1.7056660 0.3250171
## en13     N_TOT 5.248 1.706 1.7056660 0.3250171
## en15     N_NH3 5.248 1.706 1.7056660 0.3250171
## en16     N_NO2 5.248 1.706 1.7056660 0.3250171
## en17     N_NO3 5.248 1.706 1.7056660 0.3250171
## en9  TURBIEDAD 5.143 1.653 1.6530344 0.3247591
## en4  TEMP_AGUA 5.037 1.581 1.5805374 0.3217528
## en1    OD_mg.L 5.195 1.653 1.6530344 0.3214354
## en        SAAM 4.553 1.349 1.3486187 0.3214077
## en14  COLI_FEC 5.090 1.581 1.5805374 0.3183420
## en10       SST 4.932 1.455 1.4554088 0.3108598
## en3   pH_CAMPO 4.324 1.032 1.0317281 0.2826811
## en8     AS_TOT 4.247 0.432 0.4323814 0.1454249

##            var    en    mi       ig        gr
## en5     NI_TOT 4.932 1.653 1.653034 0.9691431
## en7     CR_TOT 5.037 2.456 2.455625 0.9395854
## en12   DUR_TOT 5.248 4.880 4.879506 0.9297968
## en13     N_TOT 5.248 4.880 4.879506 0.9297968
## en15     N_NH3 5.248 4.880 4.879506 0.9297968
## en16     N_NO2 5.248 4.880 4.879506 0.9297968
## en17     N_NO3 5.248 4.880 4.879506 0.9297968
## en1    OD_mg.L 5.248 4.774 4.774243 0.9283599
## en9  TURBIEDAD 5.248 4.722 4.721612 0.9276191
## en14  COLI_FEC 5.248 4.596 4.596483 0.9257949
## en4  TEMP_AGUA 5.248 4.544 4.543852 0.9249999
## en10       SST 5.248 4.313 4.313460 0.9213092
## en        SAAM 5.248 3.828 3.827555 0.9121966
## en6     HG_TOT 5.248 3.775 3.774923 0.9110812
## en11 COLOR_VER 5.248 3.517 3.517021 0.9051791
## en3   pH_CAMPO 5.248 3.281 3.281373 0.8990570
## en2   COLI_TOT 5.248 3.194 3.193773 0.8965747
## en8     AS_TOT 5.248 2.605 2.604807 0.8760872

##            var    en    mi       ig        gr
## en7     CR_TOT 4.458 2.298 2.298410 0.8794309
## en5     NI_TOT 4.458 1.391 1.390556 0.8152571
## en10       SST 5.123 3.702 3.702426 0.7907989
## en12   DUR_TOT 5.248 4.143 4.143344 0.7895201
## en13     N_TOT 5.248 4.143 4.143344 0.7895201
## en15     N_NH3 5.248 4.143 4.143344 0.7895201
## en16     N_NO2 5.248 4.143 4.143344 0.7895201
## en17     N_NO3 5.248 4.143 4.143344 0.7895201
## en1    OD_mg.L 5.248 4.038 4.038081 0.7852118
## en9  TURBIEDAD 5.248 3.985 3.985449 0.7829909
## en        SAAM 5.070 3.269 3.269153 0.7791162
## en14  COLI_FEC 5.248 3.860 3.860321 0.7775217
## en4  TEMP_AGUA 5.248 3.808 3.807689 0.7751380
## en6     E_COLI 5.248 3.775 3.774923 0.7736281
## en11 COLOR_VER 5.143 2.886 2.886122 0.7428040
## en3   pH_CAMPO 5.143 2.650 2.650474 0.7261982
## en2   COLI_TOT 5.195 2.510 2.510243 0.7046900
## en8     AS_TOT 5.070 2.046 2.046405 0.6882772

##            var    en    mi        ig        gr
## en5     NI_TOT 2.666 1.653 1.6530344 0.9691431
## en7     HG_TOT 4.458 2.298 2.2984100 0.5547234
## en11 COLOR_VER 4.524 1.975 1.9749760 0.5083015
## en6     E_COLI 5.037 2.456 2.4556250 0.5032527
## en        SAAM 4.715 2.095 2.0948485 0.4992518
## en12   DUR_TOT 5.248 2.614 2.6135197 0.4980099
## en13     N_TOT 5.248 2.614 2.6135197 0.4980099
## en15     N_NH3 5.248 2.614 2.6135197 0.4980099
## en16     N_NO2 5.248 2.614 2.6135197 0.4980099
## en17     N_NO3 5.248 2.614 2.6135197 0.4980099
## en9  TURBIEDAD 5.195 2.508 2.5082566 0.4927781
## en1    OD_mg.L 5.248 2.508 2.5082566 0.4877348
## en10       SST 5.018 2.278 2.2778648 0.4865277
## en4  TEMP_AGUA 5.143 2.383 2.3831280 0.4851376
## en14  COLI_FEC 5.195 2.383 2.3831280 0.4799948
## en2   COLI_TOT 4.564 1.612 1.6119972 0.4525293
## en3   pH_CAMPO 4.682 1.581 1.5814334 0.4332938
## en8     AS_TOT 4.616 0.970 0.9703997 0.3263791

##            var    en    mi        ig        gr
## en2   COLI_TOT 4.458 2.077 2.0769691 0.5830589
## en4  TEMP_AGUA 5.070 2.815 2.8153338 0.5731225
## en12   DUR_TOT 5.248 2.973 2.9732285 0.5665529
## en13     N_TOT 5.248 2.973 2.9732285 0.5665529
## en15     N_NH3 5.248 2.973 2.9732285 0.5665529
## en16     N_NO2 5.248 2.973 2.9732285 0.5665529
## en17     N_NO3 5.248 2.973 2.9732285 0.5665529
## en9  TURBIEDAD 5.195 2.868 2.8679654 0.5634473
## en14  COLI_FEC 5.143 2.795 2.7954683 0.5630458
## en1    OD_mg.L 5.248 2.868 2.8679654 0.5576808
## en        SAAM 4.890 2.279 2.2794251 0.5432408
## en3   pH_CAMPO 4.662 1.961 1.9610076 0.5372926
## en6     E_COLI 5.248 2.605 2.6048075 0.5338260
## en10       SST 5.195 2.460 2.4598134 0.5253900
## en11 COLOR_VER 4.880 1.979 1.9791644 0.5093794
## en7     HG_TOT 5.070 2.046 2.0464053 0.4939019
## en8     CR_TOT 4.616 0.970 0.9703997 0.3712999
## en5     NI_TOT 4.247 0.432 0.4323814 0.2534971

##            var    en    mi       ig        gr
## en11 COLOR_VER 5.195 3.780 3.780179 0.9729083
## en12   DUR_TOT 5.248 5.090 5.090033 0.9699129
## en13     N_TOT 5.248 5.090 5.090033 0.9699129
## en15     N_NH3 5.248 5.090 5.090033 0.9699129
## en16     N_NO2 5.248 5.090 5.090033 0.9699129
## en17     N_NO3 5.248 5.090 5.090033 0.9699129
## en1    OD_mg.L 5.248 4.985 4.984770 0.9692971
## en5     NI_TOT 5.143 1.653 1.653034 0.9691431
## en14  COLI_FEC 5.248 4.807 4.807009 0.9681978
## en4  TEMP_AGUA 5.248 4.754 4.754378 0.9678571
## en6     E_COLI 5.248 4.722 4.721612 0.9676412
## en10       SST 5.248 4.524 4.523986 0.9662754
## en9     AS_TOT 5.195 2.868 2.867965 0.9645963
## en        SAAM 5.248 4.038 4.038081 0.9623700
## en7     HG_TOT 5.248 3.985 3.985449 0.9618920
## en8     CR_TOT 5.195 2.508 2.508257 0.9597236
## en3   pH_CAMPO 5.248 3.492 3.491900 0.9567387
## en2   COLI_TOT 5.248 3.404 3.404300 0.9556749

##            var    en    mi       ig        gr
## en7     HG_TOT 5.123 3.702 3.702426 0.8935840
## en12   DUR_TOT 5.248 4.682 4.681881 0.8921390
## en13     N_TOT 5.248 4.682 4.681881 0.8921390
## en15     N_NH3 5.248 4.682 4.681881 0.8921390
## en16     N_NO2 5.248 4.682 4.681881 0.8921390
## en17     N_NO3 5.248 4.682 4.681881 0.8921390
## en1    OD_mg.L 5.248 4.577 4.576618 0.8899312
## en10 TURBIEDAD 5.248 4.524 4.523986 0.8887931
## en14  COLI_FEC 5.248 4.399 4.398857 0.8859904
## en4  TEMP_AGUA 5.248 4.346 4.346226 0.8847689
## en6     E_COLI 5.248 4.313 4.313460 0.8839951
## en3   pH_CAMPO 5.143 3.189 3.189011 0.8737508
## en8     CR_TOT 5.018 2.278 2.277865 0.8715698
## en2   COLI_TOT 5.143 3.101 3.101411 0.8706462
## en11 COLOR_VER 5.195 3.372 3.372027 0.8678619
## en        SAAM 5.248 3.630 3.629929 0.8650977
## en5     NI_TOT 4.932 1.455 1.455409 0.8532789
## en9     AS_TOT 5.195 2.460 2.459813 0.8273207

##            var    en    mi       ig        gr
## en5     NI_TOT 4.129 1.462 1.462374 0.8573622
## en8     CR_TOT 4.524 1.975 1.974976 0.7556767
## en10 TURBIEDAD 5.195 3.780 3.780179 0.7426630
## en12   DUR_TOT 5.248 3.885 3.885442 0.7403765
## en13     N_TOT 5.248 3.885 3.885442 0.7403765
## en15     N_NH3 5.248 3.885 3.885442 0.7403765
## en16     N_NO2 5.248 3.885 3.885442 0.7403765
## en17     N_NO3 5.248 3.885 3.885442 0.7403765
## en14  COLI_FEC 5.195 3.655 3.655051 0.7361775
## en1    OD_mg.L 5.248 3.780 3.780179 0.7350624
## en4  TEMP_AGUA 5.248 3.550 3.549787 0.7226365
## en6     E_COLI 5.248 3.517 3.517021 0.7207740
## en11       SST 5.195 3.372 3.372027 0.7202292
## en        SAAM 5.090 2.991 2.991385 0.7129177
## en2   COLI_TOT 4.912 2.535 2.535364 0.7117422
## en7     HG_TOT 5.143 2.886 2.886122 0.6965683
## en9     AS_TOT 4.880 1.979 1.979164 0.6656617
## en3   pH_CAMPO 5.143 2.393 2.392572 0.6555362

##            var    en    mi       ig gr
## en        SAAM 5.248 4.196 4.195976  1
## en2   COLI_TOT 5.248 3.562 3.562194  1
## en4  TEMP_AGUA 5.248 4.912 4.912273  1
## en5     NI_TOT 5.248 1.706 1.705666  1
## en6     E_COLI 5.248 4.880 4.879506  1
## en7     HG_TOT 5.248 4.143 4.143344  1
## en10 TURBIEDAD 5.248 5.090 5.090033  1
## en11       SST 5.248 4.682 4.681881  1
## en13     N_TOT 5.248 5.248 5.247928  1
## en14  COLI_FEC 5.248 4.965 4.964904  1
## en15     N_NH3 5.248 5.248 5.247928  1
## en16     N_NO2 5.248 5.248 5.247928  1
## en17     N_NO3 5.248 5.248 5.247928  1
## en3   pH_CAMPO 5.248 3.650 3.649794  1
## en9     AS_TOT 5.248 2.973 2.973229  1
## en1    OD_mg.L 5.248 5.143 5.142664  1
## en8     CR_TOT 5.248 2.614 2.613520  1
## en12 COLOR_VER 5.248 3.885 3.885442  1

##            var    en    mi       ig gr
## en        SAAM 5.248 4.196 4.195976  1
## en2   COLI_TOT 5.248 3.562 3.562194  1
## en4  TEMP_AGUA 5.248 4.912 4.912273  1
## en5     NI_TOT 5.248 1.706 1.705666  1
## en6     E_COLI 5.248 4.880 4.879506  1
## en7     HG_TOT 5.248 4.143 4.143344  1
## en10 TURBIEDAD 5.248 5.090 5.090033  1
## en11       SST 5.248 4.682 4.681881  1
## en13   DUR_TOT 5.248 5.248 5.247928  1
## en14  COLI_FEC 5.248 4.965 4.964904  1
## en15     N_NH3 5.248 5.248 5.247928  1
## en16     N_NO2 5.248 5.248 5.247928  1
## en17     N_NO3 5.248 5.248 5.247928  1
## en3   pH_CAMPO 5.248 3.650 3.649794  1
## en9     AS_TOT 5.248 2.973 2.973229  1
## en1    OD_mg.L 5.248 5.143 5.142664  1
## en8     CR_TOT 5.248 2.614 2.613520  1
## en12 COLOR_VER 5.248 3.885 3.885442  1

##            var    en    mi       ig        gr
## en2   COLI_TOT 4.965 3.562 3.562194 1.0000000
## en3   pH_CAMPO 5.143 3.472 3.472034 0.9512958
## en13   DUR_TOT 5.248 4.965 4.964904 0.9460695
## en14     N_TOT 5.248 4.965 4.964904 0.9460695
## en15     N_NH3 5.248 4.965 4.964904 0.9460695
## en16     N_NO2 5.248 4.965 4.964904 0.9460695
## en17     N_NO3 5.248 4.965 4.964904 0.9460695
## en1    OD_mg.L 5.248 4.860 4.859641 0.9449656
## en10 TURBIEDAD 5.248 4.807 4.807009 0.9443966
## en4  TEMP_AGUA 5.248 4.629 4.629249 0.9423844
## en6     E_COLI 5.248 4.596 4.596483 0.9419975
## en12 COLOR_VER 5.195 3.655 3.655051 0.9407038
## en9     AS_TOT 5.143 2.795 2.795468 0.9402131
## en11       SST 5.248 4.399 4.398857 0.9395492
## en        SAAM 5.248 3.913 3.912952 0.9325489
## en7     HG_TOT 5.248 3.860 3.860321 0.9316920
## en5     NI_TOT 5.090 1.581 1.580537 0.9266394
## en8     CR_TOT 5.195 2.383 2.383128 0.9118462

##            var    en    mi       ig gr
## en        SAAM 5.248 4.196 4.195976  1
## en2   COLI_TOT 5.248 3.562 3.562194  1
## en4  TEMP_AGUA 5.248 4.912 4.912273  1
## en5     NI_TOT 5.248 1.706 1.705666  1
## en6     E_COLI 5.248 4.880 4.879506  1
## en7     HG_TOT 5.248 4.143 4.143344  1
## en10 TURBIEDAD 5.248 5.090 5.090033  1
## en11       SST 5.248 4.682 4.681881  1
## en13   DUR_TOT 5.248 5.248 5.247928  1
## en14     N_TOT 5.248 5.248 5.247928  1
## en15  COLI_FEC 5.248 4.965 4.964904  1
## en16     N_NO2 5.248 5.248 5.247928  1
## en17     N_NO3 5.248 5.248 5.247928  1
## en3   pH_CAMPO 5.248 3.650 3.649794  1
## en9     AS_TOT 5.248 2.973 2.973229  1
## en1    OD_mg.L 5.248 5.143 5.142664  1
## en8     CR_TOT 5.248 2.614 2.613520  1
## en12 COLOR_VER 5.248 3.885 3.885442  1

##            var    en    mi       ig gr
## en        SAAM 5.248 4.196 4.195976  1
## en2   COLI_TOT 5.248 3.562 3.562194  1
## en4  TEMP_AGUA 5.248 4.912 4.912273  1
## en5     NI_TOT 5.248 1.706 1.705666  1
## en6     E_COLI 5.248 4.880 4.879506  1
## en7     HG_TOT 5.248 4.143 4.143344  1
## en10 TURBIEDAD 5.248 5.090 5.090033  1
## en11       SST 5.248 4.682 4.681881  1
## en13   DUR_TOT 5.248 5.248 5.247928  1
## en14     N_TOT 5.248 5.248 5.247928  1
## en15  COLI_FEC 5.248 4.965 4.964904  1
## en16     N_NH3 5.248 5.248 5.247928  1
## en17     N_NO3 5.248 5.248 5.247928  1
## en3   pH_CAMPO 5.248 3.650 3.649794  1
## en9     AS_TOT 5.248 2.973 2.973229  1
## en1    OD_mg.L 5.248 5.143 5.142664  1
## en8     CR_TOT 5.248 2.614 2.613520  1
## en12 COLOR_VER 5.248 3.885 3.885442  1

##            var    en    mi       ig gr
## en        SAAM 5.248 4.196 4.195976  1
## en2   COLI_TOT 5.248 3.562 3.562194  1
## en4  TEMP_AGUA 5.248 4.912 4.912273  1
## en5     NI_TOT 5.248 1.706 1.705666  1
## en6     E_COLI 5.248 4.880 4.879506  1
## en7     HG_TOT 5.248 4.143 4.143344  1
## en10 TURBIEDAD 5.248 5.090 5.090033  1
## en11       SST 5.248 4.682 4.681881  1
## en13   DUR_TOT 5.248 5.248 5.247928  1
## en14     N_TOT 5.248 5.248 5.247928  1
## en15  COLI_FEC 5.248 4.965 4.964904  1
## en16     N_NH3 5.248 5.248 5.247928  1
## en17     N_NO2 5.248 5.248 5.247928  1
## en3   pH_CAMPO 5.248 3.650 3.649794  1
## en9     AS_TOT 5.248 2.973 2.973229  1
## en1    OD_mg.L 5.248 5.143 5.142664  1
## en8     CR_TOT 5.248 2.614 2.613520  1
## en12 COLOR_VER 5.248 3.885 3.885442  1

Gráficas Proporción de Ganancia (de información)

for (l in seq_along(eti_sitio)) {
  
    print(myplot <- ggplot(var_rank_info(sitio_mim,  eti_sitio[l]), aes(x = reorder(var, gr),y = gr, fill = var))
          + geom_bar(stat = "identity") 
          + coord_flip() 
          + theme_bw() 
          + xlab("") 
          + ylab("Proporción de Ganancia (de información)")
          + ggtitle(names_eti_sitio[l])
          + theme(plot.title = element_text(hjust = 0.5))
          + guides(fill = FALSE))
  
  print(var_rank_info(sitio_mim, eti_sitio[l]))
  #save table in csv
  #name_gr <- names_eti_sitio[l]
  #name_table_gr <- paste("csv-graphs/tlaco/gr/",name_gr,"_gr.csv",sep = "")
  #write.table(var_rank_info(sitio_mim, eti_sitio[l]), file = name_table_gr, sep = ",", col.names = NA)
  
  #save plot
  #plot_gr <- paste("images/tlaco/gr/",name_gr,"_gr.png",sep = "")
  #ggsave(plot_gr)
}

##            var    en    mi       ig        gr
## en7     CR_TOT 4.715 2.095 2.094849 0.8015430
## en12   DUR_TOT 5.248 4.196 4.195976 0.7995491
## en13     N_TOT 5.248 4.196 4.195976 0.7995491
## en15     N_NH3 5.248 4.196 4.195976 0.7995491
## en16     N_NO2 5.248 4.196 4.195976 0.7995491
## en17     N_NO3 5.248 4.196 4.195976 0.7995491
## en     OD_mg.L 5.248 4.091 4.090713 0.7954461
## en9  TURBIEDAD 5.248 4.038 4.038081 0.7933310
## en4     NI_TOT 4.553 1.349 1.348619 0.7906699
## en6     HG_TOT 5.070 3.269 3.269153 0.7890130
## en14  COLI_FEC 5.248 3.913 3.912952 0.7881224
## en3  TEMP_AGUA 5.248 3.860 3.860321 0.7858523
## en5     E_COLI 5.248 3.828 3.827555 0.7844143
## en10       SST 5.248 3.630 3.629929 0.7753143
## en11 COLOR_VER 5.090 2.991 2.991385 0.7698957
## en8     AS_TOT 4.890 2.279 2.279425 0.7666498
## en1   COLI_TOT 5.090 2.668 2.668137 0.7490151
## en2   pH_CAMPO 5.143 2.703 2.703106 0.7406186

##            var    en    mi       ig        gr
## en12   DUR_TOT 5.248 5.143 5.142664 0.9799420
## en13     N_TOT 5.248 5.143 5.142664 0.9799420
## en15     N_NH3 5.248 5.143 5.142664 0.9799420
## en16     N_NO2 5.248 5.143 5.142664 0.9799420
## en17     N_NO3 5.248 5.143 5.142664 0.9799420
## en9  TURBIEDAD 5.248 4.985 4.984770 0.9793197
## en14  COLI_FEC 5.248 4.860 4.859641 0.9787986
## en3  TEMP_AGUA 5.248 4.807 4.807009 0.9785714
## en5     E_COLI 5.248 4.774 4.774243 0.9784275
## en10       SST 5.248 4.577 4.576618 0.9775169
## en        SAAM 5.248 4.091 4.090713 0.9749133
## en6     HG_TOT 5.248 4.038 4.038081 0.9745946
## en11 COLOR_VER 5.248 3.780 3.780179 0.9729083
## en2   pH_CAMPO 5.248 3.545 3.544531 0.9711592
## en1   COLI_TOT 5.248 3.457 3.456931 0.9704499
## en4     NI_TOT 5.195 1.653 1.653034 0.9691431
## en8     AS_TOT 5.248 2.868 2.867965 0.9645963
## en7     CR_TOT 5.248 2.508 2.508257 0.9597236

##            var    en    mi       ig        gr
## en14  COLI_FEC 4.965 3.562 3.562194 0.7174750
## en8     AS_TOT 4.458 2.077 2.076969 0.6985568
## en4     NI_TOT 4.089 1.179 1.179242 0.6913675
## en12   DUR_TOT 5.248 3.562 3.562194 0.6787812
## en13     N_TOT 5.248 3.562 3.562194 0.6787812
## en15     N_NH3 5.248 3.562 3.562194 0.6787812
## en16     N_NO2 5.248 3.562 3.562194 0.6787812
## en17     N_NO3 5.248 3.562 3.562194 0.6787812
## en1    OD_mg.L 5.248 3.457 3.456931 0.6722063
## en9  TURBIEDAD 5.248 3.404 3.404300 0.6688169
## en3  TEMP_AGUA 5.195 3.279 3.279171 0.6675466
## en10       SST 5.143 3.101 3.101411 0.6624284
## en5     E_COLI 5.248 3.194 3.193773 0.6545280
## en11 COLOR_VER 4.912 2.535 2.535364 0.6525291
## en2   pH_CAMPO 4.880 2.332 2.332482 0.6390723
## en        SAAM 5.090 2.668 2.668137 0.6358801
## en7     CR_TOT 4.564 1.612 1.611997 0.6167917
## en6     HG_TOT 5.195 2.510 2.510243 0.6058494

##            var    en    mi       ig        gr
## en14  COLI_FEC 5.143 3.472 3.472034 0.6993155
## en12   DUR_TOT 5.248 3.650 3.649794 0.6954735
## en13     N_TOT 5.248 3.650 3.649794 0.6954735
## en15     N_NH3 5.248 3.650 3.649794 0.6954735
## en16     N_NO2 5.248 3.650 3.649794 0.6954735
## en17     N_NO3 5.248 3.650 3.649794 0.6954735
## en1    OD_mg.L 5.248 3.545 3.544531 0.6892403
## en9  TURBIEDAD 5.248 3.492 3.491900 0.6860270
## en10       SST 5.143 3.189 3.189011 0.6811389
## en3  TEMP_AGUA 5.248 3.314 3.314140 0.6746652
## en5     E_COLI 5.248 3.281 3.281373 0.6724806
## en8     AS_TOT 4.662 1.961 1.961008 0.6595550
## en2   COLI_TOT 4.880 2.332 2.332482 0.6547881
## en        SAAM 5.143 2.703 2.703106 0.6442139
## en6     HG_TOT 5.143 2.650 2.650474 0.6396944
## en11 COLOR_VER 5.143 2.393 2.392572 0.6157786
## en7     CR_TOT 4.682 1.581 1.581433 0.6050972
## en4     NI_TOT 4.324 1.032 1.031728 0.6048828

##            var    en    mi       ig        gr
## en8     AS_TOT 5.070 2.815 2.815334 0.9468945
## en12   DUR_TOT 5.248 4.912 4.912273 0.9360405
## en13     N_TOT 5.248 4.912 4.912273 0.9360405
## en15     N_NH3 5.248 4.912 4.912273 0.9360405
## en16     N_NO2 5.248 4.912 4.912273 0.9360405
## en17     N_NO3 5.248 4.912 4.912273 0.9360405
## en1    OD_mg.L 5.248 4.807 4.807009 0.9347313
## en9  TURBIEDAD 5.248 4.754 4.754378 0.9340564
## en14  COLI_FEC 5.248 4.629 4.629249 0.9323945
## en5     E_COLI 5.248 4.544 4.543852 0.9312113
## en10       SST 5.248 4.346 4.346226 0.9283077
## en4     NI_TOT 5.037 1.581 1.580537 0.9266394
## en2   COLI_TOT 5.195 3.279 3.279171 0.9205480
## en        SAAM 5.248 3.860 3.860321 0.9200055
## en6     HG_TOT 5.248 3.808 3.807689 0.9189894
## en11 COLOR_VER 5.248 3.550 3.549787 0.9136122
## en7     CR_TOT 5.143 2.383 2.383128 0.9118462
## en3   pH_CAMPO 5.248 3.314 3.314140 0.9080346

##            var    en    mi        ig        gr
## en7     CR_TOT 2.666 1.653 1.6530344 0.6324936
## en11 COLOR_VER 4.129 1.462 1.4623736 0.3763725
## en5     E_COLI 4.932 1.653 1.6530344 0.3387708
## en6     HG_TOT 4.458 1.391 1.3905563 0.3356121
## en2   COLI_TOT 4.089 1.179 1.1792421 0.3310437
## en12   DUR_TOT 5.248 1.706 1.7056660 0.3250171
## en13     N_TOT 5.248 1.706 1.7056660 0.3250171
## en15     N_NH3 5.248 1.706 1.7056660 0.3250171
## en16     N_NO2 5.248 1.706 1.7056660 0.3250171
## en17     N_NO3 5.248 1.706 1.7056660 0.3250171
## en9  TURBIEDAD 5.143 1.653 1.6530344 0.3247591
## en4  TEMP_AGUA 5.037 1.581 1.5805374 0.3217528
## en1    OD_mg.L 5.195 1.653 1.6530344 0.3214354
## en        SAAM 4.553 1.349 1.3486187 0.3214077
## en14  COLI_FEC 5.090 1.581 1.5805374 0.3183420
## en10       SST 4.932 1.455 1.4554088 0.3108598
## en3   pH_CAMPO 4.324 1.032 1.0317281 0.2826811
## en8     AS_TOT 4.247 0.432 0.4323814 0.1454249

##            var    en    mi       ig        gr
## en5     NI_TOT 4.932 1.653 1.653034 0.9691431
## en7     CR_TOT 5.037 2.456 2.455625 0.9395854
## en12   DUR_TOT 5.248 4.880 4.879506 0.9297968
## en13     N_TOT 5.248 4.880 4.879506 0.9297968
## en15     N_NH3 5.248 4.880 4.879506 0.9297968
## en16     N_NO2 5.248 4.880 4.879506 0.9297968
## en17     N_NO3 5.248 4.880 4.879506 0.9297968
## en1    OD_mg.L 5.248 4.774 4.774243 0.9283599
## en9  TURBIEDAD 5.248 4.722 4.721612 0.9276191
## en14  COLI_FEC 5.248 4.596 4.596483 0.9257949
## en4  TEMP_AGUA 5.248 4.544 4.543852 0.9249999
## en10       SST 5.248 4.313 4.313460 0.9213092
## en        SAAM 5.248 3.828 3.827555 0.9121966
## en6     HG_TOT 5.248 3.775 3.774923 0.9110812
## en11 COLOR_VER 5.248 3.517 3.517021 0.9051791
## en3   pH_CAMPO 5.248 3.281 3.281373 0.8990570
## en2   COLI_TOT 5.248 3.194 3.193773 0.8965747
## en8     AS_TOT 5.248 2.605 2.604807 0.8760872

##            var    en    mi       ig        gr
## en7     CR_TOT 4.458 2.298 2.298410 0.8794309
## en5     NI_TOT 4.458 1.391 1.390556 0.8152571
## en10       SST 5.123 3.702 3.702426 0.7907989
## en12   DUR_TOT 5.248 4.143 4.143344 0.7895201
## en13     N_TOT 5.248 4.143 4.143344 0.7895201
## en15     N_NH3 5.248 4.143 4.143344 0.7895201
## en16     N_NO2 5.248 4.143 4.143344 0.7895201
## en17     N_NO3 5.248 4.143 4.143344 0.7895201
## en1    OD_mg.L 5.248 4.038 4.038081 0.7852118
## en9  TURBIEDAD 5.248 3.985 3.985449 0.7829909
## en        SAAM 5.070 3.269 3.269153 0.7791162
## en14  COLI_FEC 5.248 3.860 3.860321 0.7775217
## en4  TEMP_AGUA 5.248 3.808 3.807689 0.7751380
## en6     E_COLI 5.248 3.775 3.774923 0.7736281
## en11 COLOR_VER 5.143 2.886 2.886122 0.7428040
## en3   pH_CAMPO 5.143 2.650 2.650474 0.7261982
## en2   COLI_TOT 5.195 2.510 2.510243 0.7046900
## en8     AS_TOT 5.070 2.046 2.046405 0.6882772

##            var    en    mi        ig        gr
## en5     NI_TOT 2.666 1.653 1.6530344 0.9691431
## en7     HG_TOT 4.458 2.298 2.2984100 0.5547234
## en11 COLOR_VER 4.524 1.975 1.9749760 0.5083015
## en6     E_COLI 5.037 2.456 2.4556250 0.5032527
## en        SAAM 4.715 2.095 2.0948485 0.4992518
## en12   DUR_TOT 5.248 2.614 2.6135197 0.4980099
## en13     N_TOT 5.248 2.614 2.6135197 0.4980099
## en15     N_NH3 5.248 2.614 2.6135197 0.4980099
## en16     N_NO2 5.248 2.614 2.6135197 0.4980099
## en17     N_NO3 5.248 2.614 2.6135197 0.4980099
## en9  TURBIEDAD 5.195 2.508 2.5082566 0.4927781
## en1    OD_mg.L 5.248 2.508 2.5082566 0.4877348
## en10       SST 5.018 2.278 2.2778648 0.4865277
## en4  TEMP_AGUA 5.143 2.383 2.3831280 0.4851376
## en14  COLI_FEC 5.195 2.383 2.3831280 0.4799948
## en2   COLI_TOT 4.564 1.612 1.6119972 0.4525293
## en3   pH_CAMPO 4.682 1.581 1.5814334 0.4332938
## en8     AS_TOT 4.616 0.970 0.9703997 0.3263791

##            var    en    mi        ig        gr
## en2   COLI_TOT 4.458 2.077 2.0769691 0.5830589
## en4  TEMP_AGUA 5.070 2.815 2.8153338 0.5731225
## en12   DUR_TOT 5.248 2.973 2.9732285 0.5665529
## en13     N_TOT 5.248 2.973 2.9732285 0.5665529
## en15     N_NH3 5.248 2.973 2.9732285 0.5665529
## en16     N_NO2 5.248 2.973 2.9732285 0.5665529
## en17     N_NO3 5.248 2.973 2.9732285 0.5665529
## en9  TURBIEDAD 5.195 2.868 2.8679654 0.5634473
## en14  COLI_FEC 5.143 2.795 2.7954683 0.5630458
## en1    OD_mg.L 5.248 2.868 2.8679654 0.5576808
## en        SAAM 4.890 2.279 2.2794251 0.5432408
## en3   pH_CAMPO 4.662 1.961 1.9610076 0.5372926
## en6     E_COLI 5.248 2.605 2.6048075 0.5338260
## en10       SST 5.195 2.460 2.4598134 0.5253900
## en11 COLOR_VER 4.880 1.979 1.9791644 0.5093794
## en7     HG_TOT 5.070 2.046 2.0464053 0.4939019
## en8     CR_TOT 4.616 0.970 0.9703997 0.3712999
## en5     NI_TOT 4.247 0.432 0.4323814 0.2534971

##            var    en    mi       ig        gr
## en11 COLOR_VER 5.195 3.780 3.780179 0.9729083
## en12   DUR_TOT 5.248 5.090 5.090033 0.9699129
## en13     N_TOT 5.248 5.090 5.090033 0.9699129
## en15     N_NH3 5.248 5.090 5.090033 0.9699129
## en16     N_NO2 5.248 5.090 5.090033 0.9699129
## en17     N_NO3 5.248 5.090 5.090033 0.9699129
## en1    OD_mg.L 5.248 4.985 4.984770 0.9692971
## en5     NI_TOT 5.143 1.653 1.653034 0.9691431
## en14  COLI_FEC 5.248 4.807 4.807009 0.9681978
## en4  TEMP_AGUA 5.248 4.754 4.754378 0.9678571
## en6     E_COLI 5.248 4.722 4.721612 0.9676412
## en10       SST 5.248 4.524 4.523986 0.9662754
## en9     AS_TOT 5.195 2.868 2.867965 0.9645963
## en        SAAM 5.248 4.038 4.038081 0.9623700
## en7     HG_TOT 5.248 3.985 3.985449 0.9618920
## en8     CR_TOT 5.195 2.508 2.508257 0.9597236
## en3   pH_CAMPO 5.248 3.492 3.491900 0.9567387
## en2   COLI_TOT 5.248 3.404 3.404300 0.9556749

##            var    en    mi       ig        gr
## en7     HG_TOT 5.123 3.702 3.702426 0.8935840
## en12   DUR_TOT 5.248 4.682 4.681881 0.8921390
## en13     N_TOT 5.248 4.682 4.681881 0.8921390
## en15     N_NH3 5.248 4.682 4.681881 0.8921390
## en16     N_NO2 5.248 4.682 4.681881 0.8921390
## en17     N_NO3 5.248 4.682 4.681881 0.8921390
## en1    OD_mg.L 5.248 4.577 4.576618 0.8899312
## en10 TURBIEDAD 5.248 4.524 4.523986 0.8887931
## en14  COLI_FEC 5.248 4.399 4.398857 0.8859904
## en4  TEMP_AGUA 5.248 4.346 4.346226 0.8847689
## en6     E_COLI 5.248 4.313 4.313460 0.8839951
## en3   pH_CAMPO 5.143 3.189 3.189011 0.8737508
## en8     CR_TOT 5.018 2.278 2.277865 0.8715698
## en2   COLI_TOT 5.143 3.101 3.101411 0.8706462
## en11 COLOR_VER 5.195 3.372 3.372027 0.8678619
## en        SAAM 5.248 3.630 3.629929 0.8650977
## en5     NI_TOT 4.932 1.455 1.455409 0.8532789
## en9     AS_TOT 5.195 2.460 2.459813 0.8273207

##            var    en    mi       ig        gr
## en5     NI_TOT 4.129 1.462 1.462374 0.8573622
## en8     CR_TOT 4.524 1.975 1.974976 0.7556767
## en10 TURBIEDAD 5.195 3.780 3.780179 0.7426630
## en12   DUR_TOT 5.248 3.885 3.885442 0.7403765
## en13     N_TOT 5.248 3.885 3.885442 0.7403765
## en15     N_NH3 5.248 3.885 3.885442 0.7403765
## en16     N_NO2 5.248 3.885 3.885442 0.7403765
## en17     N_NO3 5.248 3.885 3.885442 0.7403765
## en14  COLI_FEC 5.195 3.655 3.655051 0.7361775
## en1    OD_mg.L 5.248 3.780 3.780179 0.7350624
## en4  TEMP_AGUA 5.248 3.550 3.549787 0.7226365
## en6     E_COLI 5.248 3.517 3.517021 0.7207740
## en11       SST 5.195 3.372 3.372027 0.7202292
## en        SAAM 5.090 2.991 2.991385 0.7129177
## en2   COLI_TOT 4.912 2.535 2.535364 0.7117422
## en7     HG_TOT 5.143 2.886 2.886122 0.6965683
## en9     AS_TOT 4.880 1.979 1.979164 0.6656617
## en3   pH_CAMPO 5.143 2.393 2.392572 0.6555362

##            var    en    mi       ig gr
## en        SAAM 5.248 4.196 4.195976  1
## en2   COLI_TOT 5.248 3.562 3.562194  1
## en4  TEMP_AGUA 5.248 4.912 4.912273  1
## en5     NI_TOT 5.248 1.706 1.705666  1
## en6     E_COLI 5.248 4.880 4.879506  1
## en7     HG_TOT 5.248 4.143 4.143344  1
## en10 TURBIEDAD 5.248 5.090 5.090033  1
## en11       SST 5.248 4.682 4.681881  1
## en13     N_TOT 5.248 5.248 5.247928  1
## en14  COLI_FEC 5.248 4.965 4.964904  1
## en15     N_NH3 5.248 5.248 5.247928  1
## en16     N_NO2 5.248 5.248 5.247928  1
## en17     N_NO3 5.248 5.248 5.247928  1
## en3   pH_CAMPO 5.248 3.650 3.649794  1
## en9     AS_TOT 5.248 2.973 2.973229  1
## en1    OD_mg.L 5.248 5.143 5.142664  1
## en8     CR_TOT 5.248 2.614 2.613520  1
## en12 COLOR_VER 5.248 3.885 3.885442  1

##            var    en    mi       ig gr
## en        SAAM 5.248 4.196 4.195976  1
## en2   COLI_TOT 5.248 3.562 3.562194  1
## en4  TEMP_AGUA 5.248 4.912 4.912273  1
## en5     NI_TOT 5.248 1.706 1.705666  1
## en6     E_COLI 5.248 4.880 4.879506  1
## en7     HG_TOT 5.248 4.143 4.143344  1
## en10 TURBIEDAD 5.248 5.090 5.090033  1
## en11       SST 5.248 4.682 4.681881  1
## en13   DUR_TOT 5.248 5.248 5.247928  1
## en14  COLI_FEC 5.248 4.965 4.964904  1
## en15     N_NH3 5.248 5.248 5.247928  1
## en16     N_NO2 5.248 5.248 5.247928  1
## en17     N_NO3 5.248 5.248 5.247928  1
## en3   pH_CAMPO 5.248 3.650 3.649794  1
## en9     AS_TOT 5.248 2.973 2.973229  1
## en1    OD_mg.L 5.248 5.143 5.142664  1
## en8     CR_TOT 5.248 2.614 2.613520  1
## en12 COLOR_VER 5.248 3.885 3.885442  1

##            var    en    mi       ig        gr
## en2   COLI_TOT 4.965 3.562 3.562194 1.0000000
## en3   pH_CAMPO 5.143 3.472 3.472034 0.9512958
## en13   DUR_TOT 5.248 4.965 4.964904 0.9460695
## en14     N_TOT 5.248 4.965 4.964904 0.9460695
## en15     N_NH3 5.248 4.965 4.964904 0.9460695
## en16     N_NO2 5.248 4.965 4.964904 0.9460695
## en17     N_NO3 5.248 4.965 4.964904 0.9460695
## en1    OD_mg.L 5.248 4.860 4.859641 0.9449656
## en10 TURBIEDAD 5.248 4.807 4.807009 0.9443966
## en4  TEMP_AGUA 5.248 4.629 4.629249 0.9423844
## en6     E_COLI 5.248 4.596 4.596483 0.9419975
## en12 COLOR_VER 5.195 3.655 3.655051 0.9407038
## en9     AS_TOT 5.143 2.795 2.795468 0.9402131
## en11       SST 5.248 4.399 4.398857 0.9395492
## en        SAAM 5.248 3.913 3.912952 0.9325489
## en7     HG_TOT 5.248 3.860 3.860321 0.9316920
## en5     NI_TOT 5.090 1.581 1.580537 0.9266394
## en8     CR_TOT 5.195 2.383 2.383128 0.9118462

##            var    en    mi       ig gr
## en        SAAM 5.248 4.196 4.195976  1
## en2   COLI_TOT 5.248 3.562 3.562194  1
## en4  TEMP_AGUA 5.248 4.912 4.912273  1
## en5     NI_TOT 5.248 1.706 1.705666  1
## en6     E_COLI 5.248 4.880 4.879506  1
## en7     HG_TOT 5.248 4.143 4.143344  1
## en10 TURBIEDAD 5.248 5.090 5.090033  1
## en11       SST 5.248 4.682 4.681881  1
## en13   DUR_TOT 5.248 5.248 5.247928  1
## en14     N_TOT 5.248 5.248 5.247928  1
## en15  COLI_FEC 5.248 4.965 4.964904  1
## en16     N_NO2 5.248 5.248 5.247928  1
## en17     N_NO3 5.248 5.248 5.247928  1
## en3   pH_CAMPO 5.248 3.650 3.649794  1
## en9     AS_TOT 5.248 2.973 2.973229  1
## en1    OD_mg.L 5.248 5.143 5.142664  1
## en8     CR_TOT 5.248 2.614 2.613520  1
## en12 COLOR_VER 5.248 3.885 3.885442  1

##            var    en    mi       ig gr
## en        SAAM 5.248 4.196 4.195976  1
## en2   COLI_TOT 5.248 3.562 3.562194  1
## en4  TEMP_AGUA 5.248 4.912 4.912273  1
## en5     NI_TOT 5.248 1.706 1.705666  1
## en6     E_COLI 5.248 4.880 4.879506  1
## en7     HG_TOT 5.248 4.143 4.143344  1
## en10 TURBIEDAD 5.248 5.090 5.090033  1
## en11       SST 5.248 4.682 4.681881  1
## en13   DUR_TOT 5.248 5.248 5.247928  1
## en14     N_TOT 5.248 5.248 5.247928  1
## en15  COLI_FEC 5.248 4.965 4.964904  1
## en16     N_NH3 5.248 5.248 5.247928  1
## en17     N_NO3 5.248 5.248 5.247928  1
## en3   pH_CAMPO 5.248 3.650 3.649794  1
## en9     AS_TOT 5.248 2.973 2.973229  1
## en1    OD_mg.L 5.248 5.143 5.142664  1
## en8     CR_TOT 5.248 2.614 2.613520  1
## en12 COLOR_VER 5.248 3.885 3.885442  1

##            var    en    mi       ig gr
## en        SAAM 5.248 4.196 4.195976  1
## en2   COLI_TOT 5.248 3.562 3.562194  1
## en4  TEMP_AGUA 5.248 4.912 4.912273  1
## en5     NI_TOT 5.248 1.706 1.705666  1
## en6     E_COLI 5.248 4.880 4.879506  1
## en7     HG_TOT 5.248 4.143 4.143344  1
## en10 TURBIEDAD 5.248 5.090 5.090033  1
## en11       SST 5.248 4.682 4.681881  1
## en13   DUR_TOT 5.248 5.248 5.247928  1
## en14     N_TOT 5.248 5.248 5.247928  1
## en15  COLI_FEC 5.248 4.965 4.964904  1
## en16     N_NH3 5.248 5.248 5.247928  1
## en17     N_NO2 5.248 5.248 5.247928  1
## en3   pH_CAMPO 5.248 3.650 3.649794  1
## en9     AS_TOT 5.248 2.973 2.973229  1
## en1    OD_mg.L 5.248 5.143 5.142664  1
## en8     CR_TOT 5.248 2.614 2.613520  1
## en12 COLOR_VER 5.248 3.885 3.885442  1